{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Low-dimensional Analyzers\n",
    "\n",
    "[![Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/brainpy/brainpy/blob/master/docs_version2/tutorial_analysis/lowdim_analysis.ipynb)\n",
    "[![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/brainpy/brainpy/blob/master/docs_version2/tutorial_analysis/lowdim_analysis.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@[Chaoming Wang](https://github.com/chaoming0625)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have talked about model [simulation](../tutorial_simulation/index.rst) and [training](../tutorial_training/index.rst) for dynamical systems with BrainPy. In this tutorial, we are going to dive into how to perform automatic analysis for your defined systems.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As is known to us all, dynamics analysis is necessary in neurodynamics. This is because blind simulation of nonlinear systems is likely to produce few results or misleading results. BrainPy has well supports for low-dimensional systems, no matter how nonlinear your defined system is. Specifically, BrainPy provides the following methods for the analysis of low-dimensional systems:\n",
    "\n",
    "1. phase plane analysis;\n",
    "2. codimension 1 or codimension 2 bifurcation analysis;\n",
    "3. bifurcation analysis of the fast-slow system. \n",
    "\n",
    "BrainPy will help you probe the dynamical mechanism of your defined systems rapidly. "
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:46.917831Z",
     "start_time": "2025-10-06T03:34:40.327069Z"
    }
   },
   "source": [
    "import brainpy as bp\n",
    "import brainpy.math as bm\n",
    "\n",
    "bm.enable_x64()  # It's better to enable x64 when performing analysis\n",
    "bm.set_platform('cpu')\n",
    "\n",
    "bp.__version__"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.0.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:46.935010Z",
     "start_time": "2025-10-06T03:34:46.929836Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A simple case"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we test BrainPy with a simple case:\n",
    "\n",
    "$$\n",
    "\\frac{dx}{dt} = \\mathrm{sin}(x) + I,\n",
    "$$\n",
    "\n",
    "where $x \\in [-10, 10]$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As known to us all, this function has multiple fixed points ($\\frac{dx}{dt} = 0$) when $I=0$."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:47.087870Z",
     "start_time": "2025-10-06T03:34:46.940249Z"
    }
   },
   "source": [
    "xs = np.arange(-10, 10, 0.01)\n",
    "\n",
    "plt.plot(xs, np.sin(xs))\n",
    "plt.scatter([-3 * np.pi, -1 * np.pi, 1 * np.pi, 3 * np.pi], np.zeros(4), s=80, edgecolors='y')\n",
    "plt.scatter([-2 * np.pi, 0, 2 * np.pi], np.zeros(3), s=80, facecolors='none', edgecolors='r')\n",
    "plt.axhline(0)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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1qG7pQhnF4fCQwCFUR3VLJyqaO6FhgAsEWlEB/lXV3uImisNRAPt8dUamjoyBSS/MRAUECGOy/CmCfb7CjcEq7tcTYQYtpvnicGhB5YcEDqE6OOvNxFQzIo06wT5n8ggzIgxaWDucfEAzIV/2+/rNhVnCTVRAd8sfuRvkDcuyAf1GuMUUAPwo29svKQ7HDwkcQnVwFT+5GBmh8MbheAcdcjfIH67fzBJwJQ5wFiINGtsdOFXXJuhnEcJS0dyJGlsX9FoG09OEFjgkjM+FBA6hOri9foSeqAAg17eqKiilVZWcqbN1oaSxAwwDzBBYGBt0Gn4yLCilfankDGctnjTCjDCDcG5NwOtu12sZVLd0oaKZCkUCJHAIldHS4cSJWq+7aGYIBA4XMFpQ2kyrKhnDxd+Mt0Qj2qQX/PO4bBsSOPImVFY/wBugPiHVDAA4WEb9BiCBQ6iMA6VNYFkgKyECiVHBr39zLlNGxkCnYVBrs6OqhfalkitcHMUsgeNvOC7IiAFAE5Xc4YSxkAHGgVyQHgMAOEjCGAAJHEJl7OczGoR1M3CEGbSY4Ntxmlbj8mV/CDJhAuFcVGfr29Hc7gjJZxLBpbHNjrO+WkZCx/txcOULDpZZQ/J5UocEDqEquFiYULinOPhBhwSOLOlwuHC8xrtRolCF2s4lNsKAUYkRAIBD5dRv5Mghn8gYkxSJmPDgb+vRE9N9Fpyiahs6He6QfKaUIYFDqAaX24MjlS0AIFihtp7gBp1D5G6QJUcrbfCwgCXaBIvZFLLPvSCd4nDkzPcVVgDg69OEghExYUiKMsLlYfmxTs2QwCFUw8naNnQ5PYgy6pCdEBGyz+VW/YVVNnQ5aVUlN74vtwIApqaZQ/q5FGgsbw7z/SYmZJ/JMEyAm4r6DQkcQjVwK6rJI83QaJiQfW7gquqHClpVyQ0xJirAL3C+L2+By+0J6WcTw4NlWV4Yh9KCA5DFOJCQCJyNGzciMzMTJpMJubm52LdvX6/nXnbZZWAY5rzXVVddxZ9z6623nvf+vHnzQvEohIz5XqSJimEYftDh2kDIh8MiTVSjEiMRadSh0+mmjTdlRkljB2xdLhh0GoyzRIX0s7ntZw6WWVVfmkJwgfPmm29i9erVWL9+PQ4ePIipU6di7ty5qKur6/H8d955B9XV1fzr6NGj0Gq1uOGGG7qdN2/evG7nvf7660I/CiFzvvdZT6aOjAn5Z0/xfSb5xeVFfasdldZOMIx3641QotEwmOjLwPvBZ30k5MFhX2D4pNRo6LWhdZRMHmGGTsPwfVfNCP6Xf+KJJ7Bs2TIsWbIEEyZMwKZNmxAeHo7Nmzf3eH5cXBwsFgv/2rFjB8LDw88TOEajsdt5sbGhCxol5EeHw4WTvgJ/oV6JA/7JkQSOvOAsbqMTIxEVggJ/5zJlJPUbOfJ9uff7mibw9gw9YdJrMTbZazU6qvJ+I6jAcTgcKCgoQH5+vv8DNRrk5+djz549A7rHiy++iIULFyIiontQ6K5du5CUlIRx48ZhxYoVaGzsfa8fu90Om83W7UWoi8IqG9weFsnRxpBmwnBwAqe4oR0tnc6Qfz4xNLi4rVC7NTkm+yx/FLslLw6LFJjOQQsqL4IKnIaGBrjdbiQnJ3c7npycjJqamn6v37dvH44ePYrbbrut2/F58+bh5Zdfxs6dO/HII4/gq6++wvz58+F295yhsmHDBpjNZv6VlpY29IciZAkffyOCewrw1jUZGRsGAChU+aAjJ8SKv+GY4puojlXb4KRAY1ngcHlwrMq7iBar30ziLX/qXsxLOovqxRdfxOTJkzFr1qxuxxcuXIif/exnmDx5MhYsWICPPvoI+/fvx65du3q8z9q1a9HS0sK/ysvLQ9B6QkqIlQkTCLkb5AXL+muJiCWMM+LDEWXSweHy8C5WQtqcqGmFw+1BTLge6XHhorSBs+AcrWxRdaCxoAInISEBWq0WtbW13Y7X1tbCYrH0eW17ezveeOMNLF26tN/Pyc7ORkJCAk6fPt3j+0ajEdHR0d1ehLrgfNGcyBCDySNiAAA/kMCRBZXWTlg7nNBpGIy1RIrSBoZh/O4GclPJgqNV3u9pUqoZDBO6chSB5FiioNMwaGp3qHoPPEEFjsFgwIwZM7Bz507+mMfjwc6dO5GXl9fntW+//Tbsdjtuvvnmfj+noqICjY2NSElJGXabCeXRZnehpLEDADAxVUyBQxOVnCj0uRnGJEfBqNOK1o7JPlFOwlgeFPoEDpcBJwYmvRZjfIHGah5vBHdRrV69Gs8//zy2bt2KoqIirFixAu3t7ViyZAkAYPHixVi7du1517344otYsGAB4uPjux1va2vDnXfeie+++w4lJSXYuXMnrr32WowePRpz584V+nEIGVJU7Z2oUswmxEWEZk+YnuAETllTB1o6KNBY6nBxFGJOVAAwxWf5U/NEJSe4fjNB5H4zeYT389WcSaUT+gNuvPFG1NfXY926daipqcG0adOwbds2PvC4rKwMGk13nXXixAl8/fXX+Oyzz867n1arxQ8//ICtW7fCarUiNTUVc+bMwQMPPACj0Sj04xAyhB9wUsQdcMzhemTEh6O0sQM/VFrx4zGJoraH6JtCqQgcnwXneI0NDpcHBp2kQydVjdvDoqjaGyslprUY8C6o3jpQoeqYP8EFDgCsXLkSK1eu7PG9ngKDx40b12tgVFhYGLZv3x7M5hEKRwomY45JqWaUNnagsMpGAkfiHOP7jbgT1cjYMESbdLB1uXC6rk10ywDRO8UN7eh0uhGm1yIrhPvd9cSkcwKNxYoHEhNaChCK51i1NEzGADA+xesX59xmhDRpDgjO5L4zsWAYBjk+6yP1G2nDjTU5KVHQhnC/u54YnxINrYZBY7sD1SoNNCaBQygap9uDkzVtAIAJKeKuxAHvoAMAx6sp5VfKcO4pb5p26CsYn8sEEjiyQErWYpNei9GJ3uy/4zXq7DckcAhFc7quDQ63B1FGHdLiwsRuDi9wztS3we7quTAlIT7HqqUzUQEBlj+VTlRywR+YLv5iCvBakgDwcUFqgwQOoWi4lfj41GhJ+KBTzCaYw/RweVicqm0TuzlELxRKbKLihPGxKpuqC7dJGZZlJZPQwJFjUbfljwQOoWikkurLwTAMxeHIgEKJpPpyjE2OgoYBmjucqLXZxW4O0QO1Njsa2x3QahiMs4gbt8XBjTXHa8iCQxCKg/OJS2VFBfhX42o1G0udTocbZ+u91jWpCGOTXotsXzwFCWNpwo01oxMjYdKLVxgyEG6sOVvfhi6n+lziJHAIxcKyLJ/VIBVXAxAocGiikiIna1vhYYGESCOSokK/83xv8G4q6jeSRCoF/gJJijIiNlwPDwtVusRJ4BCKpaqlC61dLug0DEYnibOXUE/wGTE1FE8hRU74zPk5EnEzcFAmlbQ5USu9fsMwjD8OR4UB6iRwCMVy0jdRjUqMlFT119FJkdBqGFg7nKixqbM+hZThJqqxydKZqACqoSR1uN3ex0pI4ADqLk0hnVGfIILMCYkOOCa9FqMSvVVOabKSHlK34BQ3tKsynkLKOFwenK1vByC9fpOjYmFMAodQLJwFZ1yydNxTHBRoLF2kKowTo4yIjzDAw/pFGCENihva4fKwiDLpYImWTtwWAIz3uaiOq9AlTgKHUCxcaqTUXA0ABRpLlaZ2B+pbvWnYYyQUtwVwWzZ4+zInwghpwH0f45KjJFFvK5AxyZF8iYG6VnWVGCCBQygSl9uD075UX6nUpAhkrM+qpMbMBinDWUbS48IRYQzJXsSDYkySty+fIoEjKU74AnilZvUDupcYUFsGHgkcQpGUNnXA4fIgTK9FWmy42M05D26iOtvQBqfbI3JrCI6TEg0w5uDadYKEsaQ44dvvbpxE+w23yFOba5MEDqFITvLuqUhoRN7VtydGxIQh3KCF082itLFd7OYQPji35jiLtNxTHH7Ln7omKqkjeWHMW/7UJYxJ4BCKRKqpvhwaDcPHeJxU2aAjZbiJapxFOsXaAhnj68/VLV2wdTlFbg0BAB0OF8qaOgD4BajU4IVxnbqEMQkcQpH4JyppChzAP1mdpNW4JGBZNiDzTpr9xhymR3K0EYD6VuNShfseEiKNiI80ityanhnjEzin69rg8agnk4oEDqFIpJxBxUGBxtKiqqULrXYX9FoGWQkRYjenV7g+TW4qacBnUEnUrQkAGfER0GsZdDjcqLR2it2ckEECh1AcXU43Shq8cS1kwSEGCme9yU6QVuXrcxnL9xsSxlLgpAwWU3qtBtkJfiuOWpDur5gghsiZ+jZ4WCAmXI+kKGmajAH/gFjc0A6HizKpxIa3+klYFAPqjaeQKlLcg6onRidzMX/q6TckcAjFEZjRILWiW4Gkmk2INOrg8rAooUwq0eHjtiQaKMpBlj9pcUIGFhwgIJOKLDgEIV+4mhRSzWjgYBj/Luc0WYkPZ7ofnSTtiYrLvqu12dHSSZlUYtLc7uCrA4+RuMAZo8ISAyRwCMVxxlfBeIzEJyrAL8IonkJcWJbl+81oiW3RcC5RJj1Szd79jtQ0WUkRzhoyIiYMkRKsfB2I37WpnkwqEjiE4jjjG3RGJUp7ogIoI0YqVLd0ocPhhk7DICNeepWvz2VMMu1JJQXkIoqB7plUVS3qyKQigUMoCofLg1Jf0S05DDoUTyENOPdURnw49FrpD4tUYkAayGkxpddq+PIHauk30v8lE8QgKG1sh9vDItKo4wuiSRluoipp7IDd5Ra5NerFH38j/YkKCEwVJ2EsJqdlZMEB/AsqtWTgkcAJMizLostJE5VYcCbjUYkRks6g4rBEmxBl1MHtYVHS0CF2c1SLv9/IY6LiJlSu3YQ4BI43ckBt28OQwAki//quFJPWb8f69wvFbopq4Vbio2SyomIYBtm+tp6lyUo05GbByU70Z1K12V0it0addDndqGj2xrLIZbxRW8wfCZwgEm3Sod3hxtkGmqjE4ky9t56MXFbigH/1d7aBauGIhZyCRQHvnlSJviKWJIzF4Wx9O1hfQdH4CIPYzRkQY3jLXztYVvmZVCRwgghXCvtsPU1UYiG3lTjgF2NnVFSAS0pYOxxoaHMAkJcwzvYFjJKbShwC3ZpycIcDQHp8ODQM0GZ38fV7lAwJnCCS7VuJN7Y7YO1wiNwa9RFYy0ROExVnwaGJShy4v3uK2YQIidcyCYRzi5ypowWVGPCLKRmNNUadFulx3jIIahhvQiJwNm7ciMzMTJhMJuTm5mLfvn29nrtlyxYwDNPtZTKZup3DsizWrVuHlJQUhIWFIT8/H6dOnRL6MfolwqiDJdrb1jNkxQk5cqtlwsGJsbMqMRtLDTla/YCAfkMucVHgF1NJ8ggw5shOVI+nQXCB8+abb2L16tVYv349Dh48iKlTp2Lu3Lmoq6vr9Zro6GhUV1fzr9LS0m7vP/roo3jqqaewadMm7N27FxEREZg7dy66urqEfpx+4Tq7GtSx1OD+5nKpZcKRHh8OrYZBq92FehWYjaXGaRnVMgmEt/yRBUcU5BjvB6jLtSn4LPDEE09g2bJlWLJkCSZMmIBNmzYhPDwcmzdv7vUahmFgsVj4V3JyMv8ey7L4+9//jj//+c+49tprMWXKFLz88suoqqrCe++9J/Tj9AvF4YiHXFfiRp0WabFhAPx1NYjQIbfMOw5uYi1u8NZ+IkKH28Pywd1yG29GJalnjhJU4DgcDhQUFCA/P9//gRoN8vPzsWfPnl6va2trQ0ZGBtLS0nDttdeisNCfdl1cXIyamppu9zSbzcjNze31nna7HTabrdtLKLg4HMpsCD1yXYkDAYHGKhh0pAZfrE1m/WZETBiMOg0cbg8qmqmGUiipsnbC7vLAoNVgZKx83OEAWXCCRkNDA9xudzcLDAAkJyejpqamx2vGjRuHzZs34/3338crr7wCj8eD2bNno6KiAgD46wZzzw0bNsBsNvOvtLS04T5ar/gnKuV3Hqkht1TfQEZRLRxRCKxlIrd+o9EwfOl9Gm9CC7eYykqIgFYjjwwqDi4Gp9LaqfiitJILVMjLy8PixYsxbdo0XHrppXjnnXeQmJiIZ599dsj3XLt2LVpaWvhXeXl5EFvcHc6CU9bUAafbI9jnEOdzuk6ePnEgcFVFFpxQwtUyMYfpkRApj1omgajJ3SAl5LyYSog0INqkA8t63ZtKRlCBk5CQAK1Wi9ra2m7Ha2trYbFYBnQPvV6P6dOn4/Tp0wDAXzeYexqNRkRHR3d7CUWqOQwmvQZON4vyJjIbh4qWDica2rwBunKLpQACU35pJR5KTstsa49zIYuxOMhti4ZAGIZRTSaVoALHYDBgxowZ2LlzJ3/M4/Fg586dyMvLG9A93G43jhw5gpSUFABAVlYWLBZLt3vabDbs3bt3wPcUEq/ZWB2dR0pwE5Ul2oRIGdUy4eAmqqqWTnQ6lG02lhJnZBqYzkGZVOIg18B0Dn9pCmULY8FdVKtXr8bzzz+PrVu3oqioCCtWrEB7ezuWLFkCAFi8eDHWrl3Ln3///ffjs88+w9mzZ3Hw4EHcfPPNKC0txW233QbAqz5XrVqFv/71r/jggw9w5MgRLF68GKmpqViwYIHQjzMg/KX3ld15pIScTcYAEBdhQGy4XhVmYynBbY+RLUO3JkAWHLGQa4o4R7ZKiosKvtS98cYbUV9fj3Xr1qGmpgbTpk3Dtm3b+CDhsrIyaDR+ndXc3Ixly5ahpqYGsbGxmDFjBr799ltMmDCBP+euu+5Ce3s7li9fDqvViosvvhjbtm07ryCgWGTzpfdpogoVnLUsW4YmY47sxEgUlDbjTH0bJqQK50Yl/BT7FiFcDJTc4IKMuerpMeHyiyOSG83tDjS1eyvVy3W8Ucv+dyGx5a9cuRIrV67s8b1du3Z1+/eTTz6JJ598ss/7MQyD+++/H/fff3+wmhhUyIITekp8P9QsmU5UgLffFJQ2k2szRLAsi5IGb5ycXPtNhFGHVLMJVS1dOFPfjhkZJHCEhhvXU80mhBvk5w4Huu9/x7KsLOPPBoLksqiUANU0CT3FihA45G4IJfVtdrTZXWAYbzVpucIHqFO/CQnFnCiWqfUG8G+62e5wK3rTTRI4AsBNsk206WZI8HhYlDTKX+Bkk8AJKcW+BcjI2DAYdVqRWzN01FS4TQpwbs3MePmONWrZdJMEjgBEGHVIMdOmm6Gi2tYFu8sDvZbBiJgwsZszZHjXZn07PFR6X3D8Vj95Bopy0K7ioUXubk2ObBV4GkjgCIRaotSlALcST4sLh05Gm2yeS3pcOHQaBp1ON2pbxd84VukUc1Y/GbunAP9Ey1kxCWE5qwB3OOC3/Ck5VVy+s4HE4TbdJIEjPNxEJddMGA6dVoM0n9mYUsWFhxPGcp+oOFdJWWMHbbopMN7AdGX0G3/slnLHGhI4AsFZcEpoohIcpUxUAJDpsyZwZnBCOHgXlUxrmXCkxoTBoPVuulll7RS7OYqm1mZHp9MNrYbhFyNyhVsQFis425cEjkBkcmZjmqgEhzPNZypB4Khg0JECbg+L0kbvb1Pulj+thuGzwMjyJyzc3zctNgx6GbvDAf+CsLK5Ew6XMvdNlPc3JGGy4v1+cQoYFRYlpIhzZPECh4SxkFRZO+Fwe2DQapAq48B0jsx4isMJBdxYo4TFVGKUEeEGLTysd3NoJUICRyBGxoZBp2Fgd3lQY6OAUaFwuj38j1MJAocmqtDATVTp8eHQauRf5IxziZMFR1iUUI6Cg2EYZMQrO5SCBI5ABAaMKrXzSIGK5k64PSzC9FokR0ljq47hwA2cFDAqLEqy+gEBwpjGGkE5q6B4PwDISvDNUQpdUJHAERAuYLRYoZ1HCnCxKhnx4dAoYCVOAaOhgRM4co+/4cjkJypluhqkgpIsOIDyLcYkcATEH2iszM4jBbhYFbluencugQGjSh10pIDSLDjcc5Q3dcDpVmbAqNi4PSzKfAJSzlWMA1F6MgwJHAGhgFHh4Sw4SpmoAHI3hAIlBYsCQHKUCSa9Bi4Pi4pmsvwJAR+YrlNGYDoQOEcpc6whgSMgXABXKa3EBYOfqBSyogL8fnESxsJgd7lR0ayMFHEOjYYhYSwwXAXjjDhlBKYD/nGzqqUTXU63yK0JPiRwBIRLFS9t6qBUcYEoUZiLCqBaOEJT3tQBDwtEGLRIjDKK3ZygwU1WSl2Ni41SKhgHkhBpQKRRB5b1/i6UBgkcAUmNMUGvZeBweVDVQmbjYNPldKPSF4irKAsOH/invAFHCnCWsazECDCMMlbigPd5AIrdEgqlxW0B3lTxzATlFokkgSMg3VPFabIKNlwl2miTDnERBpFbEzwyAwJGXRQwGnT8cVvy3qLhXLLIgiMoShQ4gLIzqUjgCAw/6Ciw84gNP1ElRipqJW6JNsGoo4BRoeAnKpnvIn4ufEYMjTWCoLTAdA7/bvTKW4STwBEYShUXjrMKnagCA0ZJGAcf/yabypqoOFdDZXMn7C7lBYyKicPlUVxgOoeSqxmTwBEYEjjC4Q/6U5arAQhYVVG/CTrFCu03iZFGRPj2FlJiwKiYlCk0MB0IqGaswLGGBI7AkItKOPwmY2VZcAASxkLR6XCj1mYH4K80rhS8AaNUe0sISgLcU0pyhwOBqeJdiksVJ4EjMNzkW95EewsFG76KscJW4kBALRwF+sXFhNuYNdqkQ0y4cgLTOcjyJwxKjb8BgLgIA6JMOgD+xA2lQAJHYFLNYTDoNHC6WdpbKIi0djnR0OZbiSvRghNPtXCEgCu6maGgsgKB8JVpyWIcVLi/p9LibwCv5U+pFY1J4AiMRsMgI065dQbEgltpxEcYEGXSi9ya4MMNOJXNnXC4KFU8WHAWnHSFuac4qJqxMJQosGJ6IEpNFSeBEwIyFNp5xETpE1VilD9gtIwCRoMGJ4y5RYfSyFToSlxs+H6j0PFGqTF/JHBCQJaCK0WKBTfgpCt0omIYRtHpm2JR2qTsiYqz/FW3dKHToayAUbFwuDyo9lWiV+qCis+kUtginAROCFCqOhYTzqqh1JU4EFiAi/pNsCjz/S3T45TpaogN1yPaFzBKlr/gUNHsTREPN2iRGKmsFHEOv2tTWX2GBE4IoL2Fgk9Zk2+iUqhPHPBbGZSW2SAWLreHrwyt1JV4oOWvlIRxUOCsfulx4YpLEefgFlM1NmVZ/kjghADaWyj4KN0nDgQIHFqJB4Xqli64PCwMWg0s0SaxmyMYnHgjC05wKFO4OxwAYsINiAn3JmsoyWJMAicEWKJNMPj2FqqydondHNnjcHn4lHslu6g4N0qZggYcMeFE8ci4MGg1ylyJA/7fBFn+goMaFlOAMvsNCZwQoNEwvPovbaLJarhUWjvhYYEwvfLKpgfCDagVzZ1k+QsCaojbAsjyF2zKmpRvwQH87v4yBc1RIRE4GzduRGZmJkwmE3Jzc7Fv375ez33++efx4x//GLGxsYiNjUV+fv555996661gGKbba968eUI/xrBQojoWi1I+UFS5PnGALH/BhltcKLXIHwfF4AQXNcT7AcqcowQXOG+++SZWr16N9evX4+DBg5g6dSrmzp2Lurq6Hs/ftWsXbrrpJnz55ZfYs2cP0tLSMGfOHFRWVnY7b968eaiuruZfr7/+utCPMizILx48lF4Dh4Msf8FFDbEUgN+CU0mWv2HDsqxqLH9KnKMEFzhPPPEEli1bhiVLlmDChAnYtGkTwsPDsXnz5h7Pf/XVV/G73/0O06ZNQ05ODl544QV4PB7s3Lmz23lGoxEWi4V/xcbGCv0ow8KvjmmiGi5KL9YWiBJXVWKhlliK5Ciy/AWLulY7upweaDUMRsSGid0cQeHGGgoyHiAOhwMFBQXIz8/3f6BGg/z8fOzZs2dA9+jo6IDT6URcXFy347t27UJSUhLGjRuHFStWoLGxsdd72O122Gy2bq9Q4zcb00Q1XPgifwqfqABlrqrEoNtKXOH9hix/wYMba1JjTNBrlR2yymX7Vlm74FSI5U/Qb6yhoQFutxvJycndjicnJ6OmpmZA97j77ruRmpraTSTNmzcPL7/8Mnbu3IlHHnkEX331FebPnw+3u+f8/Q0bNsBsNvOvtLS0oT/UEAmcqFiWdhUfDuUqCfoDyPIXLJraHWizu8AwwMhYNfUbEsbDgd+cVaGFIQNJijLCpNfA7WFR2ayMjaF1YjegLx5++GG88cYb2LVrF0wmf92KhQsX8v8/efJkTJkyBaNGjcKuXbtwxRVXnHeftWvXYvXq1fy/bTZbyEXOyNgwMAzQ4XCjoc2h6OwfIem+Elf+oEOWv+DAZRRZok0w6bUit0Z40uNJGAcDtcT7Ad4ikelx4ThZ24bSpg7eoiNnBLXgJCQkQKvVora2ttvx2tpaWCyWPq99/PHH8fDDD+Ozzz7DlClT+jw3OzsbCQkJOH36dI/vG41GREdHd3uFGqNOi1Sz14erpDS8UFPfaken0w0NA4yIUbZPHCDLX7BQS4AxRyYJ46Cgpng/QHm1twQVOAaDATNmzOgWIMwFDOfl5fV63aOPPooHHngA27Ztw8yZM/v9nIqKCjQ2NiIlJSUo7RaKdDIbDxtuJZ4aEwaDTtk+ccBr+dP4LH/1bXaxmyNb1BJgzEGxW8FBLTVwOJS2PYzgM8Tq1avx/PPPY+vWrSgqKsKKFSvQ3t6OJUuWAAAWL16MtWvX8uc/8sgjuPfee7F582ZkZmaipqYGNTU1aGtrAwC0tbXhzjvvxHfffYeSkhLs3LkT1157LUaPHo25c+cK/TjDQmmdRwzUNlEZdVqkcJY/6jdDRi01cDgCY3DI8jd01OSiApRXJFLwGJwbb7wR9fX1WLduHWpqajBt2jRs27aNDzwuKyuDRuPXWc888wwcDgd+8YtfdLvP+vXr8Ze//AVarRY//PADtm7dCqvVitTUVMyZMwcPPPAAjEZpx7VQAa7ho/TdoHsiIz4cldZOlDZ2YGZmXP8XEOfBicM0lazER8aGQ8MAnU436lvtSFLw3ltC0drlRFO7A4B6hDFnqVLKYiokQcYrV67EypUre3xv165d3f5dUlLS573CwsKwffv2ILUstChNHYtBqUpSfQPJiA/Ht2caqd8Mg1KVFGvjMOg0SDGHeYVxUwcJnCHAWYvjIwyINEo6HydoZPDbNXgtf3KvFK/8IAYJoTR1LAZqC/oD/NYqsvwNjQ6HC/Wt3vglNQnjzARyiQ8HtbmnAG/iRqDlT+6QwAkh3ODa6KvJQQwergaOWlwNAMVuDRduooo26RATbhC5NaFDaRkxoUaNiymDToNUX3aqEizGJHBCSJRJj7gI7wBLq/HB02Z3oZH3iatn0MmgjJhh4Q9MV0ccBQe5xIeHWjbZPBclLahI4IQYclMNHU4UxkUYEGXSi9ya0MFNzE3tDrR2OUVujfwoU9HWHoH49xaisWYoqC1FnENJlj8SOCGGVlVDR23F2jgijTrE85Y/6jeDRS27QZ8LXwtHAROVGKitJAWHkuYoEjghhvaIGTpqzKDiSFeQ2TjUqLXfcJa/5g4nbGT5GxQOlwdVVu9+TGoTxpnxyrH8kcAJMel8Gh6tqgaLGoP+ODJod+gho8baSYDX8pcQ6bX8kUt8cFRaO+FhgTC9VnX7BpKLihgySgrgCjVqDfoDAoQx9ZtB4XJ7UOHbGVltFhyAtocZKqW8KA6XfS2YwcJZi5Vg+SOBE2K4lXiVtRMOl0fk1sgLtfrEAb/ZmCaqwVHd0gWXh4VBp4FFhcXuODdViQJW46FEjTVwOJRk+SOBE2ISo4wI02vhYb1mUGJgqNknDlCq+FDhBGFabBg0GnWtxAHK2hwqanaHA8qx/JHACTEMwwR0HlpVDZQqn0/cpNeozicO+P3iVS2dsLvcIrdGPqhtk81z4asZU+zWoChTaWA6B79vosz7DQkcEaA4nMFTGlCTQm0+cQBIiDQg3KAFywLlTWT5GyhqLS3A4Q8YpbFmMKhtc9ZzUYrljwSOCJDAGTxqzYThCLT8UQbewClVucDhxppqWxe6nGT5GwgsywZYcNQ53ihljiKBIwKUKj541BxgzKGUQSeUqLUGDkd8hAERPstfRTP1m4FQ32pHp9MNDePdfFKNKCXmjwSOCFCxv8Gj9okKADI5vzj1mwHBsixv+VNrv2EYhl9QUb8ZGNxYkxoTBoNOnVOkUmL+1PntiUygOvZ4WJFbIw/UHksBBJTel/mqKlQ0tjvQ7nCDYYCRsertN7SgGhxkLe4e88fVkZIjJHBEIDUmDFoNA7vLg7pWu9jNkTzkE/eSEUc1TQYDN1FZok0w6bUit0Y8MhJIGA8Gtcf7AefE/MlYGJPAEQG9VsP7dilVvH/IJ+6FW1FWNHXCTZa/fuErX6vY6gf4hTGNNQND7SniHP6YP/n2GxI4IqGkHVuFpox84gCAFLMJOg0Dh9uDGluX2M2RPORq8EJjzeAILEmhZviYPxn3G/XOFiKjBPNfqKCJyotOq8HIWLL8DRRya3rhxhqy/A0Mivfzkq6ArE0SOCJBq6qBQysqP1xGTDn1m36hicoLWf4GTpvdhcZ2BwBaUCnBtUkCRySUtCW90FDQnx/KiBk4VFrAC1n+Bg7394mLMCDKpBe5NeLC/W7Kmztlm+1LAkckyIIzcGii8kP9ZmB0OFyo92UoZpAw9hcXJWHcJ2T188Nb/lwe1LbK0/JHAkckuB+QtcOJlk6nyK2RNjTo+KHYrYHBxd+Yw/Qwh6t7JQ4EWP5IGPcJLab86LQajOAtf/LsNyRwRCLCqENCpHdXbJqseod84t1JV0DqZiigwPTu8MVFaazpEz4wnRZTAOS/oCKBIyJ+dwNNVr1BPvHucAOOrcsFa4dD5NZIF7XvBn0u6XE01gwE3lqs8sw7DrnPUSRwRIQCRvuH3FPdCTfokBjltfxRv+kdbkCmlbiXjID9qFhWngGjoaCUikN2w59JJc+xhgSOiHDuBkr57R2qKno+FE/RP+Si6g43Ybd2uWDtoJi/nnC6PaiyeoNpqd94kfv+dzqxG6BmuEHnVE0xqqr2QaeLQkzMZTAYkkVumQSoqAC+/BKlpXoAUcgweMRukWQYGavBgVLgaMlu/CiFoT4TSEEBcPgwyorjAeiRHqHePagCCTNokRSlR12rEwUnXseUkSbqNxwuF/D556g8XQG3JwUmDZAUQe5wwC/0SuqtqKp6QXZzFFlwRKKt7QjcLY8CAErqm3Dy5DIcO7YQ33ybhsLCX6Gt7YjILRSJggLguuuAzExg8WKUFZ4BAKTd/7/AL38JfP+9uO0Tkba2Iygs/BXQ9k8AQFHZd9RnON54A7jwQmDmTLiWLUelnQEAZMy9FFizBmhsFLmB4sH1G7PO+9s5cGIz9RsA6OwEHnjAO9bMn4/SJzcBANJrS8FMmAA8/TTgdovbRhFpazuC9prbAQA2O4NDhatk129I4IhAU9N2HCj4EdpbPwMANHYl4tZtH+COna/i9aJbcLz8Kxwo+BGamraL3NIQ8/77wEUXAcePewcXqxWl0/MAABk3/wI4fBjIywO2bRO3nSLA9Znj5V/hTPMYAMB/K/Opz7As8Kc/ATfdBMTHAx98gKrqJri0Ohi0DCw3XQds3uztN2VlYrc25AT2m3ZHJABg0/d/on5jswE//Snw4IPAlVcCBw+i7F9vAwDSJ44CLrgAWLXKu6hyqs+lx/WbkpovYNB43Xa373xddv0mJAJn48aNyMzMhMlkQm5uLvbt29fn+W+//TZycnJgMpkwefJkfPLJJ93eZ1kW69atQ0pKCsLCwpCfn49Tp04J+QhBo63tCH44ch1+qJuIB/c86DvKANCg1WnGZ6ULsHb3U/ihbiJ+OHKdLFRyUCgoAG68Ebj6auDQIWDFCjgjo/w+8eW/9lpvrrgCuP564OhRkRscOgL7zNrdT+FI40zfO4y6+wwA/OMfwN/+Bjz1lFf4XnMNSm3e7LK0uHBoHn0UOHDAO0ldeSXQJc+CZUPh3H5T1Z7ue0flYw3LegXx0aPAV18Bzz0HTJ+O0qZOAEDG2DTg9deB994DPvwQ+MMfxG1viDm33zg8Jt878us3ggucN998E6tXr8b69etx8OBBTJ06FXPnzkVdXV2P53/77be46aabsHTpUhw6dAgLFizAggULcDRgQnv00Ufx1FNPYdOmTdi7dy8iIiIwd+5cdMlg8Cot3YDGzhj889DdcLKmHs9xeEz456G70dgZg9LSh0PcQpF46CEgKwt49VXA6M0Sqmz2bg5o0muQFGUEwsKAt94CkpOBRx4RucGhI7DP+Aeb7qiyz3R1AX/9K/Db3wJ33MEf9gcY+1J9R43yWgcLC4G33xajpaJA/aYX9u4FPvnEa9nLzeUPn5fQcM01wMMPewVQRYUYLRUFJfUbwYOMn3jiCSxbtgxLliwBAGzatAkff/wxNm/ejHvuuee88//xj39g3rx5uPPOOwEADzzwAHbs2IF//vOf2LRpE1iWxd///nf8+c9/xrXXXgsAePnll5GcnIz33nsPCxcuHHDbOhwu6ByuIDzlwHA46lBe/SE+PrOo147Dn+sx4ZOzVyNC9xpGZFTDYEgMUStFoLIS+GQb8NjjAKMFfN/JydpWAMDI2DB0On2+cK0eWHE78Jf7gEdqgIQEsVodEqjP9MGbbwO2NmDlH/g+AwBn6tsAeEvNd3DHcyYAc+cDzzwH3HiTGK0NKdRv+uCZZ4ExOcCVV3frNyUN3hTxpCijv9/c8j/AAw8Bm54H1t0rRmtDihz6Tccg5myGFbAogsPhQHh4OP79739jwYIF/PFbbrkFVqsV77///nnXpKenY/Xq1Vi1ahV/bP369Xjvvffw/fff4+zZsxg1ahQOHTqEadOm8edceumlmDZtGv7xj3+cd0+73Q673c7/22azIS0tDWmr3oLGSOmABEEQBCEHPPYOlP/9l2hpaUF0dHSf5wrqompoaIDb7UZycveUsuTkZNTU1PR4TU1NTZ/nc/8dzD03bNgAs9nMv9LS0ob0PARBEARByANV1MFZu3YtVq9ezf+bs+Ds+39X9KsAg0l9/X9wvOgWrNm1GW0uc7/nR+qt+NulS5Ez/mUkJl4XghaKxFtvAf/zP0BpGRAfxx9e+dohfHG8Dn++ajx+lZvuP7+yEhg3DnjtdeBn14jQ4NBBfaYPfvMb4Ggh8M3X/CGWZXHhXz9Hh9ODD++4GKMSA0ruv/wy8LvfATW1QKSyS/FTv+mDMWOAm34F3H8ff+hgaTNufnEfUswm7Fxzaffzb70VKCsHvtgZ2naKgBz6jc1mQ8rfB3auoAInISEBWq0WtbW13Y7X1tbCYrH0eI3FYunzfO6/tbW1SElJ6XZOoMsqEKPRCKMvcDWQcIMO4YbQabyUxMtw9pQHs0d8ic9KF/R7/kUjvoRB50FK4mUwhLCdISf/JwDrBt56vVvGQpXVm9UwOimy+/f0xmuAlgF+cimg5L8LqM/0ydyfAls2A6dPAhMmAAAa2uzocHrAMMDY5EgYdQGF/l79F/CjWUBc/wO33KF+0wf5PwFefwV48H5A6+0ftTZvCENWQkT3scZqBd5/F7jnHsWPNYA8+o1rEJ8jqIvKYDBgxowZ2LnTr3w9Hg927tyJvLy8Hq/Jy8vrdj4A7Nixgz8/KysLFoul2zk2mw179+7t9Z5SwWBIRlLiLzA36xO+tkCv52q6MCfzUyQl3gCDISlELRQJi8Vb3O+f/wQ6vJkMLMvyWQ3d9oVpbQWeecab5hkX19PdFAX1mT647jogKQl4/HH+EJdBlRJt6i5uDhwAdu0CVqwIcSPFgfpNH6xY4a2J9NZb/KHS3raEeeYZwOEAbrstlC0UDaX1G8HTxFevXo3nn38eW7duRVFREVasWIH29nY+q2rx4sVYu3Ytf/4f/vAHbNu2DX/7299w/Phx/OUvf8GBAwewcuVKAADDMFi1ahX++te/4oMPPsCRI0ewePFipKamdgtklioZGWsRH2bFyumP9NqBDJourJz+COLDrMjIOD/TTJH8v/8HVFV5C2t1dKC+zY4OhxsaBhgZ6xt0Wlu9k5rVCtx1l6jNDSXUZ3rBYADuuw946SVvOi/Losy3WWK3XcSLioBrr/UWb7v+epEaG3qo3/TCzJnAz38OLFvmrYMD/36A6XEBrsu33gLuvddbgiDAW6B0lNRvBLcp3Xjjjaivr8e6detQU1ODadOmYdu2bXyQcFlZGTQav86aPXs2XnvtNfz5z3/G//7v/2LMmDF47733MGnSJP6cu+66C+3t7Vi+fDmsVisuvvhibNu2DSZT32ltUiAycjKmTH4HOHIdNlzye3xWMh+fl14NN6uHSduBS9O2Y07mp4gPs2LK5HcQGTlZ7CaHhilTgHfe8QqYiRNRtmwNgCykmE0wVFcCr7ziXU1ZrcAHHwA5OWK3OGT01Ge+qbwcbU4zAAaXjNyGa0e/o74+A3hr4FRXA2vXAh99hNLr/wjAhIwYo7fy9XPPeWNvsrKAjz7yiiKV0FO/2V3xU3S6IsHAjTmZH6hzrAGAf/3LK3rz84EbbkDplMUAgIwIDfDpp8D//Z+3v9x8M/DYYyI3NrT01G++KJsPp8cEvcaOn6R/Ipt+I2iauFSx2Wwwm80DSjMTira2IygtfRh19W/j5cJl+LL8SlyT/QauG/smkhJvQEbGPZLuOIJRWAg88gj+80Mt1sz7PWaXfI/X3vx/gMnkdUvdfbc3wFiFBPYZBk7cvfs51Hak4u4L/4xLciaot88A3oqzTz6J1eHT8c6kn+DOr7bi9u/e9ro/ly8HVq8GzMqPvemJwH7T0BGLO3dvho5x4tk5C2FJul69/cbh8AqZjRsxc956NETE4qMtf8Ck2jPAtGnA73/vDTBmGLFbKgqB/ebLsny8fOx2TE3ch1UzNog6Rw1m/iaBI5LA4XA46vDPz7/GU7uNmDPOhX8uypOsPzOUPPHeITz1XRVuiunChhwtcMklqoi5GQgORx2s1l24499a7C0z4cFrM7Eob6LYzZIE1z+xEwV1XXh6ZBuuGRcHXHYZoKedoQFvv2ls2oUfPxUOl4fBrtVTkJlEJTPaOh2YdN8OAMAPk2yIzhkDzJihWmFzLg5HHbZ/vxt3/CcMWXEebF+VK+ocNZj5mzbbFBmDIQkT0r3B0bUdCSRufJT5XL/pP5oGLFhA4iYAgyEJSUm/xNhUryWrskXbzxXqobTDu17LWDDXu5kiiRsegyEJKZZfIi3Ou+lmVWuYyC2SBmXN3sEmNlyP6Jtv8sbokLjhMRiSMDX7SgBAlU0HnU4+la5J4EgALrCtrLFd5JZIh/P2hSHOg/vbcBkgaqfd7kJDmzfdNyNO2XVuhgOXlVjWSP0GAB+Ynh5PfaY3UmJM0GoY2F0e1LXa+79AIpDAkQDpvomqucMJW5dT5NZIgx5TxIlupNFE1Q2uz5jD9DCHk+WmN0gYd4ffnJXGml7RazUYEeO1+JXKaCFOAkcCRBp1SIj0ZnfQZAW02V1oaHMA8Is/4nz4iUpGA46Q+HcRpz7TF2TB6Q5ZiweGHIUxCRyJwA06pTTo8ANvbLge0SZaifcG12dsXS5YOxwit0Z8eFcDrcT7hB9rmkgYA2QtHihyFMYkcCRChs//S4MO+cQHSrhBh8Qo7xYkJIzJgjNQ+LGmsQMqTKI9D67fkMDpG7LgEENGjupYKMgnPnC4v1GZjAYdoeBdDRRg3CfcWNPa5YK1Q90xf063B5W+Pe8yaEHVJ3JMhiGBIxE4dUwTVR/7whDnkU79hod3NVC/6ZMwgxZJnOVP5f2mytoJt4eFUafh/yZEz8hxjiKBIxEoBsdPGZmMBwxnrVB7oLHL7UFlM7cSp37THxSg7iXQPaXRUO2bvuCyNuWU7UsCRyJwq87qlk44XB6RWyMuXBwSmYz7xz9RqVsYV1m74PKwMOg0SI6S/p50YuN3N6i735C1eODIMduXBI5ESIw0ItyghYcFKprl0XmEwOn2oMrqrSxKg07/kIvKCyeK02LDaCU+AOQYMCoEXDwJLaYGhtw8DSRwJALDMAHpm/LoPEJQ2ez1iZv05BMfCFyQcY2tC11Ot8itEQ9/BhVNVANBjvEUQkCZd4NDbtm+JHAkBGVSBZiM4yLA0H4w/RIXYUCEQQtW5Za/Un4lThPVQKCxxgvVwBkccus3JHAkBMVT+E3GlAkzMBiG4esFqbnfUGmBwcGtxNVs+WNZlix/g0RucxQJHAnBTVRlMjH/CUEJTVSDJkNmfnEh8Jfbp4lqIMSG6xFl1AEAylXqpqpvtaPT6YaGAb/PEtE3cnNtksCREFS0jXziQ0Fug06wYVmWauAMEq/lT93CmHOHp8aEwaCjqXAgcKnicsn2pW9VQqQHCBy1llCnbRoGj9ozqerb7OhwuMEwwMhYWokPFLVnUtFiavDILduXBI6EGBEbBq2GQZfTg7pWu9jNCTmBK3FyUQ0ctRf74wIeU81hMOq0IrdGPsix9H4w4eP9aGuPASO3bF8SOBJCr9UgNcZbpEyNZuO6Vju6nB5oNQxG0Ep8wHAr0PLmTng86rP8ldBKfEjIaaISAiryNzTklElFAkdiqHk1zom61BgT9FrqmgMlxWyCTsPA4fKgxtYldnNCThmliA8JPnZLBhOVEFDm3dCQUyYVzSISQ83xFHwtEzIZDwqdVsPHnshh0Ak2pXwtE+o3g4FbiZc3d8CtQssfBaYPDTll+5LAkRhqTvmlAWfoyGnQCTYULDo0UmPCoNcycLpZVLd0it2ckNLa5URTuwMAlRYYLHLK9iWBIzHUnPJLJuOhkx6nXgtOGcVSDAmthsHIWHW6qbjfSXyEAZG+ekDEwJBTti8JHImRJiN1HGwo6G/o8LFbKus3NlqJD4t0lY43ZC0eOnLK9iWBIzG4Qbqp3YHWLqfIrQkttLPv0ElXacBoGa3Eh4Vaa+GQtXjoyCnblwSOxIg06hAfYQAg/c4TTFo6nWju8Ao62vhu8PgzG9QVg8P9RmglPjTklPIbTKig6PCQS7YvCRwJosZMKm6ATYg0IoJW4oOGm6hsXS60dKjH8lfaxGXekcAZCpy1tFRlwelkwRkecpmjSOBIEDVmUvETFa3Eh0S4QYfEKCMAdU1WZbQb9LAIrGki9YDRYMKNrZkJNN4MBbnMUSRwJIgaU35pRTV85DLoBBNKER8enOWvtcsFq0osf3aXG1W+tHiqnTQ05JLtSwJHgqhxoiqjWIphIxezcTAppSrGw8Kk1yI5mrP8qaPfVDR3gmWBcIMWCZEGsZsjS+SS7SuowGlqasKiRYsQHR2NmJgYLF26FG1tbX2ef8cdd2DcuHEICwtDeno6fv/736OlpaXbeQzDnPd64403hHyUkCIXdRxMyEU1fOQS+Bcs7C43qn1bU9BKfOiord/wi6m4cDAMI3Jr5Ilcsn0FFTiLFi1CYWEhduzYgY8++gi7d+/G8uXLez2/qqoKVVVVePzxx3H06FFs2bIF27Ztw9KlS88796WXXkJ1dTX/WrBggYBPElo4s3GVtRMOl0fk1oQG/6BDE9VQkdMeMcGgvIlW4sFAbSUGyOo3fOSS7StYukpRURG2bduG/fv3Y+bMmQCAp59+GldeeSUef/xxpKamnnfNpEmT8J///If/96hRo/Dggw/i5ptvhsvlgk7nb25MTAwsFotQzReVxCgjwvRadDrdqLR2IitB2ZN+4EqcBp2hozYXVVmTv24SrcSHjtp2FfcXFFX2uCo06fHhaGx3oKypA5NGmMVuTo8IZsHZs2cPYmJieHEDAPn5+dBoNNi7d++A79PS0oLo6Ohu4gYAbr/9diQkJGDWrFnYvHlznxkAdrsdNput20vKMAzjH3RUYDbmVuIRBi2/KiAGD9dnamxd6HK6RW6N8FBgenBQ267igS4qYujIIVZUMIFTU1ODpKSkbsd0Oh3i4uJQU1MzoHs0NDTggQceOM+tdf/99+Ott97Cjh07cP311+N3v/sdnn766V7vs2HDBpjNZv6VlpY2+AcKMWpajQcW3aKV+NCJjzAgwqAFywIVzcrvN5RBFRz8FhzlL6YA2hImWMgh23fQAueee+7pMcg38HX8+PFhN8xms+Gqq67ChAkT8Je//KXbe/feey8uuugiTJ8+HXfffTfuuusuPPbYY73ea+3atWhpaeFf5eXlw26f0MhBHQcLWokHB4ZhAgYdNfQbThhTvxkOnKum1mZXvOXP42H9m7NSvN+wkMMcNegYnDVr1uDWW2/t85zs7GxYLBbU1dV1O+5yudDU1NRv7ExrayvmzZuHqKgovPvuu9Dr9X2en5ubiwceeAB2ux1Go/G8941GY4/HpYyaAkZ5gUNFt4ZNRlw4iqpt6ug3NFEFhdhwPaKMOrTaXShv6sCY5CixmyQYta1dcLg80GkYfj8lYmjIwcswaIGTmJiIxMTEfs/Ly8uD1WpFQUEBZsyYAQD44osv4PF4kJub2+t1NpsNc+fOhdFoxAcffACTqf9OePjwYcTGxspOxPSFHMx/wYLPaqCJatioRRi7PSwqmrzF2sjVMDy8lr9wFFZ5hbGSBQ73uxgRGwadlsrADYeMc7J9DTrp/T0Fa9H48eMxb948LFu2DPv27cM333yDlStXYuHChXwGVWVlJXJycrBv3z4AXnEzZ84ctLe348UXX4TNZkNNTQ1qamrgdntNpx9++CFeeOEFHD16FKdPn8YzzzyDhx56CHfccYdQjyIKGQGFlJReQp184sFDDquqYFBj64LD7YFeyyA1Jkzs5sgetewqTgHGwYPL9vWwQKW1U+zm9Iiguxq++uqrWLlyJa644gpoNBpcf/31eOqpp/j3nU4nTpw4gY4Ob6c7ePAgn2E1evTobvcqLi5GZmYm9Ho9Nm7ciD/+8Y9gWRajR4/GE088gWXLlgn5KCEnNSYMGgbocnpQ32pHUrQyzamBK3EadIaPWoq2cc83MjYcWg0Fpg8Xrv5UmdL7DRUUDRpctu+J2laUNrZLspyJoAInLi4Or732Wq/vZ2ZmdrNOXHbZZf1aK+bNm4d58+YFrY1SxaDTIDUmDBXNnSht6lCswKGVeHDhBu7y5k54PCw0Cp38aSUeXNRiwfEnNEhvMpYj6fFegSNVi7H0nGYEjxriKWglHlxSzCboNAwcLg9qfMUTlUgJpYgHFd4lruCxBgBKqIpxUJF6JhUJHAmjBrNxSQNNVMFEp9VgZKzXEibVQScYBFYxJoZPOm/564Dbo8yYP5ZlUeobb6ToTpEjUl+Ek8CRMGowG3MrqkyaqIKGf6df5Qpjqp0UXFLMYdBrGTjdLKpbpBkwOlwa2x1otbvAMP7fCDE8uL9juUTnKBI4Ekbq5r9gUNzgnYRpRRU8pL6qGi4sy6LE128yqXZSUNBqGKTFKttNxfWZVHMYTHqtyK1RBhkBhUWlmO1LAkfCqCHl1z9RkcAJFlwApVL7TX2bHe0ONzS0Eg8q6Qq3GBeTKA46I3zZvp1ON+pb7WI35zxI4EgYTh03tTtg63KK3Jrg4/Gw/GCaRS6qoKF0YczFbY2IDYNRRyvxYJGucIsxucODj0GnwQhfzB8nIKUECRwJE2nUITHKW525RIKdZ7hUtXgrYHpTxJWZBi8GSndR8VY/mqiCSrrCY7dKKMBYELjfYYkEk2FI4EgczrIhRXU8XLgBJy0unMqmBxFuomrpdMLa4RC5NcHnLMVtCUKGwjdqLSZhLAjZCdwcJb1+Q7OKxMlKUK7AKfYpfnJPBZdwgw7J0T7LnwKtOGTBEQbe8tcgzYDR4cCyrN9FRcI4qHB/Tyl6GUjgSBwpd57hUkoBxoLhF8ZtIrck+HATFVlwgkt6XDgYBmi1u9DUrizLX32bHR2+wHSqfh1cpLwIJ4EjcbJ8Ef9S7DzDhVZUwsEPOvXK6jceD63EhcKk1yLVLN2A0eEQGJguxV2v5Qw31pQ0tsMjsSKR9E1LnKyESADeAUdpZmO+Bg65GoIOL3AU5qKqbe1Cl9MDrYbhKzYTwYPrN2cVJ3DIrSkUI2K8RSLtLg+qJbY9DAkcicP5xW1dyjIbuz0syn27iNM2DcHHL4yV5aLiRHF6XDj0FJgedKTsbhgOxZQiLhg6rYavRyW1UAoaISSOSa/FCN8u21JMwxsqVdZOONweGLQa2kVcAHjXZr2yLH+cqyGTRLEgZCk05o8KigoLZ4WXmuWPBI4MyOTjcJTjbuBX4vG0i7gQpMWFQ8MA7Q5pVhgdKhR/IyyKteDwpQVIGAuBVIUxCRwZkBmvvIwYqioqLEadFiNjlRegfraeMqiEJFDgSC1gdKiwLMsXvaTxRhgyJSqMSeDIAL86Vp4Fh1ZUwiHVQWc4kDAWlpGxYdBppBkwOlRqbXZ0Ot3eDUUpRVwQssmCQwwVJWY2kE9ceLIVJnDcHpbf6ZosOMKg02r4vcykNlkNFa7/j4wNo8B0geDG8bKmDrjcHpFb44e+bRnADealjcoJGOUq7FKKuHAoTRhTYHpokGrA6FAp9Vn9MmisEQxLtAkmvQYuD4uK5k6xm8NDAkcGpMV5A3E7HG7UKSBg1OX2oNy33w1ZcIRDqoF/Q4VzT1FgurAorUikf0sYck8JhUbD+GNFJZTtSwJHBui1GqT5ipqdVcCgU9HcCZeHhVGngSWadhEXCr/lrwNuBQSMUrG20JCVqKykBnKHhwYpCmMSODIhM6ActtwJLLqloZW4YKTGhMGg1cDh9qDKKh2z8VDhyiRQYLqwcC4qpWzUytdOIoEjKFKco0jgyAR/qrh0Os9Q4VZUVMFYWLQahv8bK6LfUA2ckMBZcMqaOuCUUMDoUAjcu4zi/YRFijWUSODIhOxE6XWeoVLCp4jTgCM0SkoVp73LQkNylAlheq1vOxV5W3FqbF2wuzzQaRiMoL3LBIUEDjFklGTBOUsCJ2QoJVWcAtNDh0bDKEYYczGL6fG0d5nQcON5pbUTXU63yK3xQt+4TOA6T5kCAka5QWdUUqTILVE+SkkV5wLTTXoKTA8F/F5mMu83Z+q9gdLZCTTWCE18hAFRRh1YFpKx/JHAkQlKCRjtdLhR6Wt/Nq3EBSdTIanixQ0UmB5KpOhuGApnfQJnVBKNNULDMAwfvyWVBRUJHJmg1TB8hVE5Dzpc281hesRFGERujfLhRGRFcwfsLmmYjYcCtxIflUgr8VCQ5bN4yHmsAfwT7Siy4IQELpRCKgsqEjgyIkuCaXiDxT9RRYBhaCUuNIlRRkQYtPBIyGw8FAL7DSE8inFR1flcVNRvQoLUYrdI4MgIPp5CQoWUBgvX9mxaiYcEhvEHjMq535yhuK2Qwllwqlu60OmQp+Wvw+FCVYt3w1Cy/IWGbInF/JHAkRFS6zxD4WwDuRpCjRIsf2fJRRVSYsP1MIfpAci333CCPjZcj1hyh4cEqZUzEVTgNDU1YdGiRYiOjkZMTAyWLl2Ktra+y39fdtllYBim2+u3v/1tt3PKyspw1VVXITw8HElJSbjzzjvhcrmEfBRJMNq3euXMrnKEz2ogk3HIkHuquLXDgYY2BwAqLRAqGIaRvcWYWwiStTh0cH2mvtWOlk6nyK0RWOAsWrQIhYWF2LFjBz766CPs3r0by5cv7/e6ZcuWobq6mn89+uij/HtutxtXXXUVHA4Hvv32W2zduhVbtmzBunXrhHwUScCtXiutnehwyE/QsSzrTxGnQSdkcJkNZ+rkOVFx7qkUswkRRp3IrVEP3CKEs57JjbMUtxVyokx6JEcbAUij3wgmcIqKirBt2za88MILyM3NxcUXX4ynn34ab7zxBqqqqvq8Njw8HBaLhX9FR0fz73322Wc4duwYXnnlFUybNg3z58/HAw88gI0bN8LhcAj1OJIgNsLAZx7JcVVVY+tCh8PtzQiLo20aQgUnJs9IYMAZCuSeEgfu731apv3mDMX7iYJ/vBF/jhJM4OzZswcxMTGYOXMmfyw/Px8ajQZ79+7t89pXX30VCQkJmDRpEtauXYuODn/2x549ezB58mQkJyfzx+bOnQubzYbCwsIe72e322Gz2bq95MpoGU9WnCjLiAuHQUfhX6GCG3Aa2x1obpffIoAPMKaVeEjhXOKnZeoSP8sX+aN+E0q48UbRFpyamhokJSV1O6bT6RAXF4eampper/vVr36FV155BV9++SXWrl2Lf/3rX7j55pu73TdQ3ADg/93bfTds2ACz2cy/0tLShvpYosMVrJJjHA7F34hDhFGHVLO3+q8cV+P+fkMr8VDCCZyz9e3wyKx6usfDUsV0keDGdykswgctcO65557zgoDPfR0/fnzIDVq+fDnmzp2LyZMnY9GiRXj55Zfx7rvv4syZM0O+59q1a9HS0sK/ysvLh3wvsZGS+W+wUPyNeIyScYA6FfkTh/S4cOi1DDqdblS1yKt6eo2tC51ON3TkDg85UpqjBh2xt2bNGtx66619npOdnQ2LxYK6urpux10uF5qammCxWAb8ebm5uQCA06dPY9SoUbBYLNi3b1+3c2prawGg1/sajUYYjcYBf6aUGSVjszFZcMRjdFIk/nuqQXb9xun2oKzR66KmcvuhRa/VICM+Aqfr2nC6rg0jY+UjFGiTTfHg5qjSxna43B7oRPz7D1rgJCYmIjExsd/z8vLyYLVaUVBQgBkzZgAAvvjiC3g8Hl60DITDhw8DAFJSUvj7Pvjgg6irq+NdYDt27EB0dDQmTJgwyKeRH1wMTnFDO9weFloZ7ctDRf7EQ64Bo2VNHXB5WIQbtLTJpgiMTozE6bo2nKlvx2XjxG7NwOHqbdEmm6EnJdqEML0WnU43yps7RS3tIJi0Gj9+PObNm4dly5Zh3759+Oabb7By5UosXLgQqampAIDKykrk5OTwFpkzZ87ggQceQEFBAUpKSvDBBx9g8eLFuOSSSzBlyhQAwJw5czBhwgT8+te/xvfff4/t27fjz3/+M26//XbFWGn6IjUmDEadd9PNimb5lN4P3GSTXA2hR64Bo4Gl9mlrj9Aj935DgemhR6Px11AS2yUuqO3o1VdfRU5ODq644gpceeWVuPjii/Hcc8/x7zudTpw4cYLPkjIYDPj8888xZ84c5OTkYM2aNbj++uvx4Ycf8tdotVp89NFH0Gq1yMvLw80334zFixfj/vvvF/JRJINWw/AWEDkNOtyKKiacNtkUA26iqrR2yqr0/hmK2xIVuRYX5TfZpH4jCnzMn8gWY0GrZsXFxeG1117r9f3MzEywrD86Py0tDV999VW/983IyMAnn3wSlDbKkVGJESiqtuFMfRuuGJ/c/wUSgAKMxSU+woCYcD2sHU6cbWjDxFSz2E0aEFQDR1zkWkOJNtkUl1ESyaSisqAyhB90ZFSZ9gzVpBAVhmEwOjESB0qbcbpOPgKHMqjEhQvs5mooyWFPp8BNNineTxwuHp0Ap9uDWVnxoraDBI4M4f3iMlpVce40qkkhHqOTvAJHLu4GlmUDqtGSMBaDcIMOI2LCUGntxOn6NlwYESd2k/qFG2viAyq/E6FlZmYcZmaK31cof06GjAqIwQl08UkZbtAZm0wCRyykVJ9iIDS1O9DS6QTD0CabYsIXbpOJMD5V623nGBprVA8JHBnizSgBWjqdaJJB6X2X28PH4IxJihK5NepFbhkxJ30TVVpsOEx6rcitUS+y6zd1rQBorCFI4MgSk16LkbFhAOQx6JQ0dsDh9iBMr8WImDCxm6NauImquMFbgEvqnPJNVGT1Exe5ucRP15K1mPBCAkemyMndcJpbUSVHQiOjwoRKY0RMGEx6bw2l8mbpl94/Wcv1G1qJi4ncNvjlLDijyYKjekjgyBRu0OFWuVKGczWQyVhcNBqGr+wqh3iKk7QSlwRcYkBFcye6nNKuodThcKHCJ96p3xAkcGTKWN+qllvlSplTdRT0JxVGycTdwLIsTtVSLIUU4Goosaz0rThn6trBskBchAHxkcqvbE/0DQkcmTLO4h30T9RIe8ABwE9UtKISH97yVyvtftPQ5kBzhxMaxh8DQogDwzAYkySPfnOKDzCmPkOQwJEtnDWkoc2Oxja7yK3pHcqgkhbjLPJwbXKiOD2OMqikgFwsxicpRZwIgASOTAk36JAeFw7A/6OWIqVNlEElJQInKrdHujWUKMBYWnAWY6kLnNN85h31G4IEjqyRw6qKj6OgDCpJkBEfAaNOgy6nB+VN0t2N/iQVhpQU3FhzvEa6Yw3gX+yRW5MASODIGs7dcELSAocGHCmh1TC8+V7a/YZW4lJinO97qGjuRJvdJXJreqbT4UZ5s1e0U78hABI4soa34Eh4VeVfidOAIxXGJUcDAE5ItN+wLMu3jeK2pEFshAFJUd6spFMSFcZn6tvAskBsuB7xtAcVARI4sobPpKptleyeVJRBJT2kbvmra7XD1uWChqFNNqWEP3NTmv0mMG6LYcgdTpDAkTXZCZHQaRi0drlQY+sSuznnQRlU0oSzpkl9osqMj6AMKgnBuamkKoz9BUVpMUV4IYEjYww6Db/LshQnq5LGdjjcHoQbKINKSuRYvC6q4oZ22F3Sq0xLqb7SZKzEM6mO19gAADkp0SK3hJAKJHBkzlgJm42PVXvblGOJogwqCZEcbUS0SQe3h8WZOuntZUYBxtIkR8JjDQAc94034y3UbwgvJHBkjpTNxseraUUlRRiG4a04UlyNF3H9xkL9RkqMTooEw3irTDdIrLhoc7uDd9OPI4FD+CCBI3OkXAuHq5lBKyrpMVaigcZuD8u3aXwK9Rsp0b24qLT6DTfWpMWFIcqkF7k1hFQggSNzuNXKqdo2yVWm5Vbi48mCIznGWaSZKl7c0I4up7fydUY8ZVBJjXESDVAnqx/REyRwZI53rx4N7C4PShulE09h7XCguoVMxlJF6hPVOEsUtBS3JTmkumUDF2BM1mIiEBI4MkerYSRZRr2omkzGUoYTOJXWTrR2OUVujR+y+kkbbqzhft9SgXeHU78hAiCBowAm+H7Ux6psIrfED5+ySSZjSWIO1yPVbAIgrcmKEzgTKP5GkkxI9bs2peISd3v8la8poYEIhASOAuAGncKqFpFb4odfiZPJWLJMSDUDkFq/oZW4lMmMj0C4QYtOpxvFDW1iNweAt96W3eWN2+KCoAkCIIGjCCbyAkdKFhyaqKTOBIn1m8BUX1qJSxOthuHr4Uil33CLqbEUt0WcAwkcBZBjiQbDePfwqW8Vvz6Fy+0hk7EMkJow5iaq9LhwRBp1IreG6I2JPsufVFziXIE/cmsS50ICRwFEGHXI8qXUHqsWf9ApaezgTcYZZDKWLJzAOVXbKoktG47xAcY0UUkZqQljivcjeoMEjkLg3A1SWFUdC0j1pS0apMuImDCYw/RweVicqhU/noLib+TBxIDYLZYVP9D4aCVl3hE9QwJHIUgp0PhopbcNk0bQgCNlGIYJWI2L328oRVwejEmOhFbDoLnDyde6Eov6VjtqbF1gGL9liSA4SOAoBN4vLgEX1ZEK72Q5eYRZ5JYQ/SEVd0OX041TdVwsBU1UUsak12JMknerD7H7DbeYyk6IQATFbRHnIKjAaWpqwqJFixAdHY2YmBgsXboUbW29m8JLSkrAMEyPr7fffps/r6f333jjDSEfRfJwk0JxQzva7S7R2sGyLI5WcRYcEjhSx+9uEHeiOlHTCqebRWy4HiNjw0RtC9E/UnGJcwKHFlNETwgqcBYtWoTCwkLs2LEDH330EXbv3o3ly5f3en5aWhqqq6u7ve677z5ERkZi/vz53c596aWXup23YMECIR9F8iRGGZEUZQTLilvRuLSxA61dLhh0Gr7qKSFdOAtOUbVN1MJtR7iJamQMGIbitqTORInUUDpSSYsponcEs+kVFRVh27Zt2L9/P2bOnAkAePrpp3HllVfi8ccfR2pq6nnXaLVaWCyWbsfeffdd/PKXv0RkZGS34zExMeedq3YmpEaj7kQ9jlW1YEZGrCht4Aac8SnR0GvJAyp1shMjYdJr0OFwo6SxHaMSI/u/SAA4t+YUmqhkAWcxFtvyRxYcoi8Em4H27NmDmJgYXtwAQH5+PjQaDfbu3TugexQUFODw4cNYunTpee/dfvvtSEhIwKxZs7B58+Y+o/ntdjtsNlu3lxLhfuQ/VIi3qvIPOBRHIQe8hdvEn6x+4C04NFHJAc5FVWntRHO7Q5Q2NLbZUeULcp5AAcZEDwgmcGpqapCUlNTtmE6nQ1xcHGpqagZ0jxdffBHjx4/H7Nmzux2///778dZbb2HHjh24/vrr8bvf/Q5PP/10r/fZsGEDzGYz/0pLSxv8A8mAqSNjAADfV1hFa8MPFGAsO6b4RMUP5VZRPr/L6eZ3p55CAkcWmMP0yE7w1t4Sa7w5EhBgTBv6Ej0xaIFzzz339BoIzL2OHz8+7IZ1dnbitdde69F6c++99+Kiiy7C9OnTcffdd+Ouu+7CY4891uu91q5di5aWFv5VXl4+7PZJkSlp3snhVF0b2kQINKYAY3nCCePDIgkcLv4nIdIAS7RJlDYQg2dqWgwA4PtycSzGRyn+huiHQcfgrFmzBrfeemuf52RnZ8NisaCurq7bcZfLhaampgHFzvz73/9GR0cHFi9e3O+5ubm5eOCBB2C322E0Gs9732g09nhcaSRFmTAiJgyV1k4cqWhB3qj4kH4+BRjLE26iOlrVAqfbE/LYqSMBcRQUYCwfpo40491DlThc3izK5x+h+BuiHwYtcBITE5GYmNjveXl5ebBarSgoKMCMGTMAAF988QU8Hg9yc3P7vf7FF1/Ez372swF91uHDhxEbG6sKEdMfU9PMqLR24vsKa8gFDhdHMd4SRQHGMsJr4tehtcuFk7WtfIZMqODdmj5LEiEPeAtOhbeicajFKddvyIJD9IZgs9D48eMxb948LFu2DPv27cM333yDlStXYuHChXwGVWVlJXJycrBv375u154+fRq7d+/Gbbfddt59P/zwQ7zwwgs4evQoTp8+jWeeeQYPPfQQ7rjjDqEeRVbwcTgiuBsOlXlXctN8Ax8hDzQaRlQ3FWVQyZMJqdHQaxk0tTtQ0dwZ0s+ubulEdUsXtBoGU9Oo3xA9I+gy+9VXX0VOTg6uuOIKXHnllbj44ovx3HPP8e87nU6cOHECHR0d3a7bvHkzRo4ciTlz5px3T71ej40bNyIvLw/Tpk3Ds88+iyeeeALr168X8lFkg98vbg35Zx8s837mBSKlqBNDZ5pI/aa1y4mTvgrGU2iikhVGnZZPFw+1MD7kG2tyLFEIN1AFY6JnBO0ZcXFxeO2113p9PzMzs8f07oceeggPPfRQj9fMmzcP8+bNC1oblcbkEWZoGKCqpQt1ti4khShos8vpxjFfgPEF6SRw5AYnjEM9UX1f3gKWBUbGhiEpigKM5cbUtBh8X9GC78utuGbq+bXNhOJgqddaPD09JmSfScgPCpRQGBFGHcYkeQN8vw9hPZyjlS1wur2ZMFRqX35MFSkDr8A3UYlVmJIYHmKVpjjoc4fTYoroCxI4CoSbrLiYmFDADTjT02MpE0aGcBl4LOuPiQkFNFHJG87yd6TSm4EXCuwuN476ilJOp35D9AEJHAXCrYYPlIRO4HA+cZqo5AsXh3MwRMLY42H5zyILjjzJToiAOUyPLqcnZBtvHquyweHyIC7CgMz48JB8JiFPSOAokJmZcQCAwxVW2F1uwT+PZdmAlXiM4J9HCMPMTK/I2FfcFJLPO1PfhtYuF8L0WuRYqG6SHNFoGMz0idP9JaHpN9xianoabcxK9A0JHAWSnRCBhEgDHC5PSNwNVS1dqLXZodMwmEK1TGTLrCyvMC4obQ7JzuJc/M3UNDN0VDdJtlzo6zehEsZ+d3hMSD6PkC80qigQhmEwM8M36IRgVcVNVONTohFm0Ar+eYQw5FiiEWXUoc3uQlG18O4Grt+QW1PeXOizGO8vaepz0+NgwLIs9RtiwJDAUSjcqmp/CFZVe882ej/TN9AR8kSrYULqpuLEN/eZhDyZPMIMk16D5g4nTte1CfpZZU0dqG7pgl7LUIAx0S8kcBTKLJ/YOFDaDI/A7obvfALnR9kkcOROqNwNVdZOlDZ2QMOQMJY7Bp0G09N8wlhgizE31kxLiyFrMdEvJHAUyviUKEQYtGjtcuFEbatgn1Nn68KZ+nYwDJCbFdq9r4jgk5sVGncDN1FNHmFGlEkv2OcQoSFUFuPvznrv/6NsGmuI/iGBo1B0Wg2/ZYKQ2Q3f+Qa0CSnRMIfTRCV3Jo+IgVGnQWO7A2fq2wX7nD1nfFa/EG8ISwjDLD4OR7gSAyzL8u5wEjjEQCCBo2C41Tg3mQjBdzTgKAqDTsNnp+wtFq7f7PH1mzzqN4pgenoMdBoGldZOlDd19H/BEChv6kSVL/6GAoyJgUACR8FcPCYRAPDN6Qa4BKoy+t0ZEjhKIy87AYC33whBeVMHKpo7fUHNFH+jBCKMOl4Y//eUMP2G4m+IwUICR8FMHmGGOUwPW5cLP1QGvx5Ora0LZxu88TdcDRVC/lwy1itwvj4ljDDmJqopI82INNJO0Erhx74F1e6T9YLc/9szXuFEsX7EQCGBo2C0GgYXjfYOBv89GfxV1Ve+gWyKT0gRymDKyBhBhfHXPsvQbIq/URQ/HuOz/J0JvjD2eFjs9lmGuM8hiP4ggaNwuFXVf08Ff1X11QnvPS8dlxT0exPiodUwuHi0dxIJ9mrc7WF5YXwZ9RtFwQnj1i4Xvg9yBfUjlS1oancgyqjjkycIoj9I4CgcbqI6VG5Fa5czaPd1uT3YfYqbqBKDdl9CGnCr5GDHU3xfYYW1w4lokw7TfZt7EsogUBgHe0G1y7eYumh0AvS0rQcxQKinKJy0uHBkJUTA7WHxzengZcUcLLOitcuF2HA9ptL+U4rjx2O9ovVwuRUtncETxruO1/H3p/2nlAcnjINt+dt10ttvaDFFDAYaYVQANyjsOFYbtHvuOuGbqMYkQquhHX2VxoiYMIxOiuzmUgoGX/pW4peTe0qRXOITxofKrahvtQflns3tDnxfbgUAXEoChxgEJHBUwNyJFgDAzuO1QQv+21lEKyqlM2dCMgBge2FNUO5XZ+vCEV/Q8qVjqd8okdSYMEweYQbLAp8XBWdBtfN4HTwskGOJQoo5LCj3JNQBCRwVMDMjFrHhelg7nEHZK+Z0XRtO1LZCr2VwRU5yEFpISBFOGH95vA5dTvew7/fpUa9Qmp4eg8Qo47DvR0iTeZO8/SZYwvjTI9UAgPmTUoJyP0I9kMBRATqtBvnjvULks8Lhr6q4Aeei0Qm0PYOCmTLSjBSzCR0ON74OQrDxx75+c9VkmqiUzNyJ3rHm29ONw05ssHU5+UD3+ZMtw24boS5I4KiEORP9q6rh7i7+iW8lfiWtqBQNwzC8FYezvgyVOlsXvyfafBI4imZ0UhSyEyPgcHvwhS+ofKh8UVQHh9uDUYkRGJMUGaQWEmqBBI5K+PGYBESZdKhu6cJ3w9hjqLihHUXVNug0DOZMJPeU0uHcDZ8V1gzLTfXp0RqwrNc9NSKG4iiUDrf4ef9w1bDuw1n9rpycAoahZAZicJDAUQkmvRZXT/EOOv8pqBzyfd49WAEAmD06ATHhhqC0jZAuszLjMDI2DK1217BiKt477O1z5J5SB9ddMAKAt9p5na1rSPdobLPz2ZpXTaF+QwweEjgq4voLRgIAPj1ajQ6Ha9DXuz0s3i7wCpwbZowMatsIaaLRMHy/eftAxZDucaKmFYfKrNBpGPxsWmowm0dIlOzESFyQHgO3h+XF7WB591AlnG4WU0aakWOJDnILCTVAAkdFzMiIRUZ8ODocbnx6ZPCr8d2n6lHd0oWYcD25p1TEL3xi9pszDai0dg76+jf3lwMArhifhKQoU1DbRkiXX8xIAwD8u6ACLDu4uD+WZfHWAW+/uWFmWtDbRqgDEjgqgmEY3vKydU/JoAed1/aWAQAWTBsBo04b9PYR0iQtLhw/yo4DywKv7S0d1LWdDjfeOeS1/Cy8MF2I5hES5aopKTDqNDhZ24bvzg6uPMWB0macrG2DUafBz6aS1Y8YGiRwVMZNs9Jh1GnwQ0UL9hUPfNA5XdfGF+66+Uc0UamNW2dnAgBe+a4M7faBuzffLiiHtcOJkbFhfJVbQh2Yw/S89e+F/54d1LXPfuU9/7oLRsAcRqUoiKFBAkdlxEcacb1v0Hl+EIPO87vPgmWBn05IxuikKKGaR0iUn06wIDM+HC2dTt510B9Ot4efqJZfkk1beqiQpRdngWG81YhP17UO6BpuMcUwwG0/zha4hYSSIYGjQpZenAUNA3xeVIeC0v6tOKWN7byb4beXjhK6eYQE0WoYLPVNNs/sOjOgIPV3D1Wi0tqJ+AgDbphBcRRqJDsxEj/1FRl9fPvJAV3z98+95+WPT8aoRKp9QwwdEjgqZFRiJD/hPPhxUb+xOBs+OQ6nm8WPxyRgRkZsKJpISJBfzhyJkbFhqGu147ndfVv/2uwuPLb9BADgN5dmI8xAMVtq5U9zx0HDANsKa/p1ix8sa8ZHP1SDYYA/5o8NUQsJpSKYwHnwwQcxe/ZshIeHIyYmZkDXsCyLdevWISUlBWFhYcjPz8epU6e6ndPU1IRFixYhOjoaMTExWLp0Kdra2gR4AmWzes5YhOm1OFhmxWv7yno9b8exWmwrrIGGAf581YQQtpCQGkadFnfPywEA/N+uMzhV27vL4bFtx1HfakdGfDhu8cXvEOpkbHIUbvQFmN/73tFeC0Z2Od1Y+58jAIBfXDASE1IpNZwYHoIJHIfDgRtuuAErVqwY8DWPPvoonnrqKWzatAl79+5FREQE5s6di64uf6GoRYsWobCwEDt27MBHH32E3bt3Y/ny5UI8gqJJjjZhzRzvCumBj47hWJXtvHMqmjtw17+/B+D1hY+zUOyN2rl6SgouG5cIh8uDO14/1ONeQ9uO1mDrHm+21f3XTqKMOwJ/mjMWCZFGnKhtxX0fHjvPasyyLB78uAgnaluREGnA3fNzRGopoSQYdrC5woNky5YtWLVqFaxWa5/nsSyL1NRUrFmzBn/6058AAC0tLUhOTsaWLVuwcOFCFBUVYcKECdi/fz9mzpwJANi2bRuuvPJKVFRUIDV1YOmENpsNZrMZLS0tiI5W7yrB42GxePM+fH26AQmRBmxZMguTRpgBAGfr2/A/W/ajpLEDE1Oj8c7vZtNERQDw7is1/x//RWO7A7My47Dp1zMQF+Gtav1ZYQ1Wvn4IDpcHSy/Owr1Xk9WP8PLVyXrcsnkfAOC2i7Nwz/wc6LQauD0sHtt+Apu+OgMAePGWmbhiPNXZInpmMPO3LkRt6pfi4mLU1NQgPz+fP2Y2m5Gbm4s9e/Zg4cKF2LNnD2JiYnhxAwD5+fnQaDTYu3cvfv7zn/d4b7vdDrvdzv/bZjvfWqFGNBoGGxddgF89/x0Kq2xYsPEbXJ6TBINWgx1FtXC4PBgZG4YXb7mQxA3BkxRtwtb/mYWbnvsO+0qacPnju/CTnCTUtHRhz1nvPmf545NxD63CiQAuHZuI+6+diHXvF+KFr4vxxYk6zEiPRUFZM87WtwMA7r16AokbImhIJsi4psZbWTc5uXvnTk5O5t+rqalBUlJSt/d1Oh3i4uL4c3piw4YNMJvN/CstjTI6OMxherx2248wf5IFLg+LHcdq8fGRajhcHsweFY93VsyGxUzVZ4nuTBphxlu/zcOYpEi0dDrx7qFK7DnbCA3jzdL7v0UXQK+VzPBCSITFeZn4x8JpiDbpcLa+HW8XVOBsfTuiTTr8/cZpWHpxlthNJBTEoCw499xzDx555JE+zykqKkJOjrRWbmvXrsXq1av5f9tsNhI5AZjD9Xjm5hk4WtmCPWca4fKwmJUViwvSY2kHX6JXxqdEY9uqS7D7ZD0Kq1oQZdLj8nFJSI8PF7tphIS5dtoI/CQnCTuO1aKiuRMjYsLw04nJiDZRQT8iuAxK4KxZswa33nprn+dkZw+tMJPFYgEA1NbWIiXFv3NsbW0tpk2bxp9TV1fX7TqXy4Wmpib++p4wGo0wGo1DapeamDTCzMfgEMRA0GoYXJ6ThMtzkvo/mSB8RJn0uO4C2rCXEJZBCZzExEQkJgpTbj0rKwsWiwU7d+7kBY3NZsPevXv5TKy8vDxYrVYUFBRgxowZAIAvvvgCHo8Hubm5grSLIAiCIAj5IZiTvKysDIcPH0ZZWRncbjcOHz6Mw4cPd6tZk5OTg3fffReAdyPIVatW4a9//Ss++OADHDlyBIsXL0ZqaioWLFgAABg/fjzmzZuHZcuWYd++ffjmm2+wcuVKLFy4cMAZVARBEARBKB/BsqjWrVuHrVu38v+ePn06AODLL7/EZZddBgA4ceIEWlpa+HPuuusutLe3Y/ny5bBarbj44ouxbds2mEz+INdXX30VK1euxBVXXAGNRoPrr78eTz31lFCPQRAEQRCEDBG8Do4UoTo4BEEQBCE/BjN/Ux4nQRAEQRCKgwQOQRAEQRCKgwQOQRAEQRCKgwQOQRAEQRCKgwQOQRAEQRCKgwQOQRAEQRCKgwQOQRAEQRCKgwQOQRAEQRCKgwQOQRAEQRCKQ7CtGqQMV7zZZrOJ3BKCIAiCIAYKN28PZBMGVQqc1tZWAEBaWprILSEIgiAIYrC0trbCbDb3eY4q96LyeDyoqqpCVFQUGIYJ6r1tNhvS0tJQXl6uyH2u6Pnkj9KfUenPByj/Gen55I9Qz8iyLFpbW5GamgqNpu8oG1VacDQaDUaOHCnoZ0RHRyu24wL0fEpA6c+o9OcDlP+M9HzyR4hn7M9yw0FBxgRBEARBKA4SOARBEARBKA4SOEHGaDRi/fr1MBqNYjdFEOj55I/Sn1Hpzwco/xnp+eSPFJ5RlUHGBEEQBEEoG7LgEARBEAShOEjgEARBEAShOEjgEARBEAShOEjgEARBEAShOEjgDJIHH3wQs2fPRnh4OGJiYno8p6ysDFdddRXCw8ORlJSEO++8Ey6Xq8/7NjU1YdGiRYiOjkZMTAyWLl2KtrY2AZ5gcOzatQsMw/T42r9/f6/XXXbZZeed/9vf/jaELR84mZmZ57X14Ycf7vOarq4u3H777YiPj0dkZCSuv/561NbWhqjFg6OkpARLly5FVlYWwsLCMGrUKKxfvx4Oh6PP66T8HW7cuBGZmZkwmUzIzc3Fvn37+jz/7bffRk5ODkwmEyZPnoxPPvkkRC0dPBs2bMCFF16IqKgoJCUlYcGCBThx4kSf12zZsuW878pkMoWoxYPjL3/5y3ltzcnJ6fMaOX1/QM9jCsMwuP3223s8X+rf3+7du3HNNdcgNTUVDMPgvffe6/Y+y7JYt24dUlJSEBYWhvz8fJw6darf+w72dzxYSOAMEofDgRtuuAErVqzo8X23242rrroKDocD3377LbZu3YotW7Zg3bp1fd530aJFKCwsxI4dO/DRRx9h9+7dWL58uRCPMChmz56N6urqbq/bbrsNWVlZmDlzZp/XLlu2rNt1jz76aIhaPXjuv//+bm294447+jz/j3/8Iz788EO8/fbb+Oqrr1BVVYXrrrsuRK0dHMePH4fH48Gzzz6LwsJCPPnkk9i0aRP+93//t99rpfgdvvnmm1i9ejXWr1+PgwcPYurUqZg7dy7q6up6PP/bb7/FTTfdhKVLl+LQoUNYsGABFixYgKNHj4a45QPjq6++wu23347vvvsOO3bsgNPpxJw5c9De3t7nddHR0d2+q9LS0hC1ePBMnDixW1u//vrrXs+V2/cHAPv37+/2fDt27AAA3HDDDb1eI+Xvr729HVOnTsXGjRt7fP/RRx/FU089hU2bNmHv3r2IiIjA3Llz0dXV1es9B/s7HhIsMSReeukl1mw2n3f8k08+YTUaDVtTU8Mfe+aZZ9jo6GjWbrf3eK9jx46xANj9+/fzxz799FOWYRi2srIy6G0fDg6Hg01MTGTvv//+Ps+79NJL2T/84Q+hadQwycjIYJ988skBn2+1Wlm9Xs++/fbb/LGioiIWALtnzx4BWhh8Hn30UTYrK6vPc6T6Hc6aNYu9/fbb+X+73W42NTWV3bBhQ4/n//KXv2Svuuqqbsdyc3PZ3/zmN4K2M1jU1dWxANivvvqq13N6G4+kyPr169mpU6cO+Hy5f38sy7J/+MMf2FGjRrEej6fH9+X0/QFg3333Xf7fHo+HtVgs7GOPPcYfs1qtrNFoZF9//fVe7zPY3/FQIAtOkNmzZw8mT56M5ORk/tjcuXNhs9lQWFjY6zUxMTHdLCL5+fnQaDTYu3ev4G0eDB988AEaGxuxZMmSfs999dVXkZCQgEmTJmHt2rXo6OgIQQuHxsMPP4z4+HhMnz4djz32WJ8uxYKCAjidTuTn5/PHcnJykJ6ejj179oSiucOmpaUFcXFx/Z4nte/Q4XCgoKCg299eo9EgPz+/17/9nj17up0PeH+TcvquAPT7fbW1tSEjIwNpaWm49tprex1vpMCpU6eQmpqK7OxsLFq0CGVlZb2eK/fvz+Fw4JVXXsH//M//9Lm5s5y+v0CKi4tRU1PT7Tsym83Izc3t9Tsayu94KKhys00hqamp6SZuAPD/rqmp6fWapKSkbsd0Oh3i4uJ6vUYsXnzxRcydO7ffzUp/9atfISMjA6mpqfjhhx9w991348SJE3jnnXdC1NKB8/vf/x4XXHAB4uLi8O2332Lt2rWorq7GE0880eP5NTU1MBgM58VgJScnS+776onTp0/j6aefxuOPP97neVL8DhsaGuB2u3v8jR0/frzHa3r7Tcrhu/J4PFi1ahUuuugiTJo0qdfzxo0bh82bN2PKlCloaWnB448/jtmzZ6OwsFDwjYUHS25uLrZs2YJx48ahuroa9913H3784x/j6NGjiIqKOu98OX9/APDee+/BarXi1ltv7fUcOX1/58J9D4P5jobyOx4KJHAA3HPPPXjkkUf6PKeoqKjfQDg5MZRnrqiowPbt2/HWW2/1e//A+KHJkycjJSUFV1xxBc6cOYNRo0YNveEDZDDPt3r1av7YlClTYDAY8Jvf/AYbNmyQdCn1oXyHlZWVmDdvHm644QYsW7asz2vF/g4J4Pbbb8fRo0f7jFEBgLy8POTl5fH/nj17NsaPH49nn30WDzzwgNDNHBTz58/n/3/KlCnIzc1FRkYG3nrrLSxdulTElgnDiy++iPnz5yM1NbXXc+T0/ckJEjgA1qxZ06e6BoDs7OwB3ctisZwXCc5l11gsll6vOTewyuVyoampqddrhstQnvmll15CfHw8fvaznw3683JzcwF4rQehmByH853m5ubC5XKhpKQE48aNO+99i8UCh8MBq9XazYpTW1sr2PfVE4N9xqqqKlx++eWYPXs2nnvuuUF/Xqi/w55ISEiAVqs9L2Otr7+9xWIZ1PlSYeXKlXzCwWBX8Xq9HtOnT8fp06cFal3wiImJwdixY3ttq1y/PwAoLS3F559/Pmirp5y+P+57qK2tRUpKCn+8trYW06ZN6/GaofyOh0TQonlURn9BxrW1tfyxZ599lo2Ojma7urp6vBcXZHzgwAH+2Pbt2yUVZOzxeNisrCx2zZo1Q7r+66+/ZgGw33//fZBbFnxeeeUVVqPRsE1NTT2+zwUZ//vf/+aPHT9+XNJBxhUVFeyYMWPYhQsXsi6Xa0j3kMp3OGvWLHblypX8v91uNztixIg+g4yvvvrqbsfy8vIkG6Tq8XjY22+/nU1NTWVPnjw5pHu4XC523Lhx7B//+Mcgty74tLa2srGxsew//vGPHt+X2/cXyPr161mLxcI6nc5BXSfl7w+9BBk//vjj/LGWlpYBBRkP5nc8pLYG7U4qobS0lD106BB73333sZGRkeyhQ4fYQ4cOsa2trSzLejvmpEmT2Dlz5rCHDx9mt23bxiYmJrJr167l77F371523LhxbEVFBX9s3rx57PTp09m9e/eyX3/9NTtmzBj2pptuCvnz9cbnn3/OAmCLiorOe6+iooIdN24cu3fvXpZlWfb06dPs/fffzx44cIAtLi5m33//fTY7O5u95JJLQt3sfvn222/ZJ598kj18+DB75swZ9pVXXmETExPZxYsX8+ec+3wsy7K//e1v2fT0dPaLL75gDxw4wObl5bF5eXliPEK/VFRUsKNHj2avuOIKtqKigq2uruZfgefI5Tt84403WKPRyG7ZsoU9duwYu3z5cjYmJobPXPz1r3/N3nPPPfz533zzDavT6djHH3+cLSoqYtevX8/q9Xr2yJEjYj1Cn6xYsYI1m83srl27un1XHR0d/DnnPuN9993Hbt++nT1z5gxbUFDALly4kDWZTGxhYaEYj9Ana9asYXft2sUWFxez33zzDZufn88mJCSwdXV1LMvK//vjcLvdbHp6Onv33Xef957cvr/W1lZ+rgPAPvHEE+yhQ4fY0tJSlmVZ9uGHH2ZjYmLY999/n/3hhx/Ya6+9ls3KymI7Ozv5e/zkJz9hn376af7f/f2OgwEJnEFyyy23sADOe3355Zf8OSUlJez8+fPZsLAwNiEhgV2zZk03Bf/ll1+yANji4mL+WGNjI3vTTTexkZGRbHR0NLtkyRJeNEmBm266iZ09e3aP7xUXF3f7G5SVlbGXXHIJGxcXxxqNRnb06NHsnXfeyba0tISwxQOjoKCAzc3NZc1mM2symdjx48ezDz30UDdr27nPx7Is29nZyf7ud79jY2Nj2fDwcPbnP/95N8EgJV566aUe+2ygAVdu3+HTTz/NpqenswaDgZ01axb73Xff8e9deuml7C233NLt/LfeeosdO3YsazAY2IkTJ7Iff/xxiFs8cHr7rl566SX+nHOfcdWqVfzfIzk5mb3yyivZgwcPhr7xA+DGG29kU1JSWIPBwI4YMYK98cYb2dOnT/Pvy/3749i+fTsLgD1x4sR578nt++PmrHNf3DN4PB723nvvZZOTk1mj0checcUV5z13RkYGu379+m7H+vodBwOGZVk2eA4vgiAIgiAI8aE6OARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKA4SOARBEARBKI7/D/zsMrb2c5A9AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to the dynamical theory, at the red hollow points, they are unstable; and for the solid ones, they are stable points. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's come back to BrainPy, and test whether BrainPy can give us the right answer. \n",
    "\n",
    "As the analysis interfaces in BrainPy only receives [ODEIntegrator](../apis/integrators/generated/brainpy.integrators.ODEIntegrator.rst) or instance of [DynamicalSystem](../apis/auto/simulation/generated/brainpy.simulation.brainobjects.DynamicalSystem.rst), we first define an integrator with BrainPy (if you want to know how to define an ODE integrator, please refer to the tutorial of [Numerical Solvers for ODEs](../tutorial_intg/ode_numerical_solvers.ipynb)):"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:47.097278Z",
     "start_time": "2025-10-06T03:34:47.092388Z"
    }
   },
   "source": [
    "@bp.odeint\n",
    "def int_x(x, t, Iext):\n",
    "    return bp.math.sin(x) + Iext"
   ],
   "outputs": [],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a one-dimensional dynamical system. So we are trying to use [brainpy.analysis.PhasePlane1D](../apis/auto/analysis/generated/brainpy.analysis.lowdim.PhasePlane1D.rst) for phase plane analysis. The usage of phase plane analysis  will be detailed in the following section. Now, we just focus on the following four arguments:\n",
    "\n",
    "- **model**: It specifies the target system to analyze. It can be a list/tuple of [ODEIntegrator](../apis/integrators/generated/brainpy.integrators.ODEIntegrator.rst). However, it can also be an instance of [DynamicalSystem](../apis/auto/simulation/generated/brainpy.simulation.brainobjects.DynamicalSystem.rst). For ``DynamicalSystem`` argument, we will use ``model.ints().subset(bp.ode.ODEIntegrator)`` to retrieve all instances of ODEIntegrator later. \n",
    "- **target_vars**: It specifies the variables to analyze. It must be a dict with the format of ``<var_name, var_interval>``, where ``var_name`` is the variable name, and ``var_interval`` is the boundary of this variable. \n",
    "- **pars_update**: Parameters to update. \n",
    "- **resolutions**: The resolution to evaluate the fixed points. \n",
    "\n",
    "Let's try it."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:49.325002Z",
     "start_time": "2025-10-06T03:34:47.103117Z"
    }
   },
   "source": [
    "pp = bp.analysis.PhasePlane1D(\n",
    "    model=int_x,\n",
    "    target_vars={'x': [-10, 10]},\n",
    "    pars_update={'Iext': 0.},\n",
    "    resolutions={'x': 0.01}\n",
    ")\n",
    "pp.plot_vector_field()\n",
    "pp.plot_fixed_point(show=True)"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am creating the vector field ...\n",
      "I am searching fixed points ...\n",
      "Fixed point #1 at x=-9.424777960769386 is a stable point.\n",
      "Fixed point #2 at x=-6.283185307179586 is a unstable point.\n",
      "Fixed point #3 at x=-3.1415926535897984 is a stable point.\n",
      "Fixed point #4 at x=3.552755127361717e-18 is a unstable point.\n",
      "Fixed point #5 at x=3.1415926535897984 is a stable point.\n",
      "Fixed point #6 at x=6.283185307179586 is a unstable point.\n",
      "Fixed point #7 at x=9.424777960769386 is a stable point.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yeah, absolutelty, ``brainpy.analysis.PhasePlane1D`` gives us the right fixed points, and correctly evaluates the stability of these fixed points."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Phase plane is important, because it gives us the intuitive understanding how the system evolves with the given parameters. However, in most cases where we care about how the parameters affect the system behaviors, we should make bifurcation analysis. [brainpy.analysis.Bifurcation1D](../apis/auto/analysis/generated/brainpy.analysis.lowdim.Bifurcation1D.rst) is a convenient interface to help you get the insights of how the dynamics of a 1D system changes with parameters.\n",
    "\n",
    "Similar to ``brainpy.analysis.PhasePlane1D``, ``brainpy.analysis.Bifurcation1D`` receives arguments like \"model\", \"target_vars\", \"pars_update\", and \"resolutions\". Besides, one more important argument **\"target_pars\"** should be provided, which specifies the range of the target parameter in bifurcation analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we systematically change the parameter \"Iext\" from 0 to 1.5. According to the bifurcation theory, we know this simple system has a fold bifurcation when $I=1.0$. Because at $I=1.0$, two fixed points collide with each other into a saddle point and then disappear. Does BrainPy's analysis toolkit ``brainpy.analysis.Bifurcation1D`` is capable of performing these analyses? Let's make a try."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "scrolled": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:54.952918Z",
     "start_time": "2025-10-06T03:34:52.851262Z"
    }
   },
   "source": [
    "bif = bp.analysis.Bifurcation1D(\n",
    "    model=int_x,\n",
    "    target_vars={'x': [-10, 10]},\n",
    "    target_pars={'Iext': [0., 1.5]},\n",
    "    resolutions={'Iext': 0.005, 'x': 0.05}\n",
    ")\n",
    "bif.plot_bifurcation(show=True)"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am making bifurcation analysis ...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once again, BrainPy analysis toolkit gives the right answer. It tells us how does the fixed points evolve when the parameter $I$ is increasing. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is worthy to note that bifurcation analysis in BrainPy is hard to find out the saddle point (when $I=0$ for this system). This is because the saddle point at the bifurcation just exists at a moment. While the numerical method used in BrainPy analysis toolkit is almost impossible to evaluate the point exactly at the saddle. However, if the user has the minimal knowledge about the bifurcation theory, saddle point (the collision point of two fixed points) can be easily inferred from the fixed point evolution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BrainPy's analysis toolkit is highly useful, especially when the mathematical equations are too complex to get analytical solutions. The example please refer to the tutorial [Anlysis of A Decision Making Model](./decision_making_model.ipynb). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Phase plane analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Phase plane analysis is one of the most important techniques for studying the behavior of nonlinear systems, since there is usually no analytical solution for a nonlinear system. BrainPy can help users to plot phase plane of 1D systems or 2D systems. Specifically, we provide [brainpy.analysis.PhasePlane1D](../apis/auto/analysis/generated/brainpy.analysis.lowdim.PhasePlane1D.rst) and [brainpy.analysis.PhasePlane2D](../apis/auto/analysis/generated/brainpy.analysis.lowdim.PhasePlane2D.rst). It can help to plot:\n",
    "\n",
    "- **Nullcline**: The zero-growth isoclines, such as $g(x, y)=0$ and $g(x, y)=0$.\n",
    "- **Fixed points**: The equilibrium points of the system, which are located at all the nullclines intersect.\n",
    "- **Vector field**: The vector field of the system.\n",
    "- **Limit cycles**: The limit cycles.\n",
    "- **Trajectories**: A simulation trajectory with the given initial values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have talked about ``brainpy.analysis.PhasePlane1D`` in above. Now we focus on ``brainpy.analysis.PhasePlane2D`` by using a well-known neuron model FitzHugh-Nagumo model. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The FitzHugh-Nagumo model is given by:\n",
    "\n",
    "$$ \n",
    "\\frac {dV} {dt} = V(1 - \\frac {V^2} 3) - w + I_{ext} \\\\\n",
    "\\tau \\frac {dw} {dt} = V + a - b w \n",
    "$$\n",
    "\n",
    "There are two variables $V$ and $w$, so this is a two-dimensional system with three parameters $a, b$ and $\\tau$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the system to analyze, users can define it by using the pure ``brainpy.odeint`` or define it as a class of ``DynamicalSystem``. For this FitzHugh-Nagumo model, we define it as a class because later we will perform simulation to verify the analysis results. "
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:54.966724Z",
     "start_time": "2025-10-06T03:34:54.958830Z"
    }
   },
   "source": [
    "class FitzHughNagumoModel(bp.DynamicalSystem):\n",
    "    def __init__(self, method='exp_auto'):\n",
    "        super(FitzHughNagumoModel, self).__init__()\n",
    "\n",
    "        # parameters\n",
    "        self.a = 0.7\n",
    "        self.b = 0.8\n",
    "        self.tau = 12.5\n",
    "\n",
    "        # variables\n",
    "        self.V = bm.Variable(bm.zeros(1))\n",
    "        self.w = bm.Variable(bm.zeros(1))\n",
    "        self.Iext = bm.Variable(bm.zeros(1))\n",
    "\n",
    "        # functions\n",
    "        def dV(V, t, w, Iext=0.):\n",
    "            return V - V * V * V / 3 - w + Iext\n",
    "\n",
    "        def dw(w, t, V, a=0.7, b=0.8):\n",
    "            return (V + a - b * w) / self.tau\n",
    "\n",
    "        self.int_V = bp.odeint(dV, method=method)\n",
    "        self.int_w = bp.odeint(dw, method=method)\n",
    "\n",
    "    def update(self, tdi):\n",
    "        self.V.value = self.int_V(self.V, tdi.t, self.w, self.Iext, tdi.dt)\n",
    "        self.w.value = self.int_w(self.w, tdi.t, self.V, self.a, self.b, tdi.dt)\n",
    "        self.Iext[:] = 0."
   ],
   "outputs": [],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:54.987956Z",
     "start_time": "2025-10-06T03:34:54.971700Z"
    }
   },
   "source": [
    "model = FitzHughNagumoModel()"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we perform a phase plane analysis with parameters $a=0.7, b=0.8, \\tau=12.5$, and input $I_{ext} = 0.8$."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:34:55.010958Z",
     "start_time": "2025-10-06T03:34:54.992869Z"
    }
   },
   "source": [
    "pp = bp.analysis.PhasePlane2D(\n",
    "    model,\n",
    "    target_vars={'V': [-3, 3], 'w': [-3., 3.]},\n",
    "    pars_update={'Iext': 0.8},\n",
    "    resolutions={'V': 0.01, 'w': 0.01},\n",
    ")"
   ],
   "outputs": [],
   "execution_count": 9
  },
  {
   "cell_type": "code",
   "metadata": {
    "scrolled": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:35:03.914651Z",
     "start_time": "2025-10-06T03:34:55.016349Z"
    }
   },
   "source": [
    "# By defaut, nullclines will be plotted as points, \n",
    "# while we can set the plot style as the line\n",
    "pp.plot_nullcline(x_style={'fmt': '-'}, y_style={'fmt': '-'})\n",
    "\n",
    "# Vector field can plotted as two ways:\n",
    "# - plot_method=\"streamplot\" (default)\n",
    "# - plot_method=\"quiver\"\n",
    "pp.plot_vector_field()\n",
    "\n",
    "# There are many ways to search fixed points. \n",
    "# By default, it will use the nullcline points of the first \n",
    "# variable (\"V\") as the initial points to perform fixed point searching\n",
    "pp.plot_fixed_point()\n",
    "\n",
    "# Trajectory plotting receives the setting of the initial points.\n",
    "# There may be multiple trajectories, therefore the initial points \n",
    "# should be provived as a list/tuple/numpy.ndarray/Array\n",
    "pp.plot_trajectory({'V': [-2.8], 'w': [-1.8]}, duration=100.)\n",
    "\n",
    "# show the phase plane figure\n",
    "pp.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am computing fx-nullcline ...\n",
      "I am evaluating fx-nullcline by optimization ...\n",
      "I am computing fy-nullcline ...\n",
      "I am evaluating fy-nullcline by optimization ...\n",
      "I am creating the vector field ...\n",
      "I am searching fixed points ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 866 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 1 fixed points.\n",
      "\t#1 V=-0.2729223248467867, w=0.5338542697669653 is a unstable node.\n",
      "I am plotting the trajectory ...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see an unstable-node at the point ($V=-0.27, w=0.53$) inside a limit cycle. \n",
    "\n",
    "We can run a simulation with the same parameters and initial values to verify the periodic activity that correspond to the limit cycle."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "scrolled": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:35:04.222189Z",
     "start_time": "2025-10-06T03:35:03.938359Z"
    }
   },
   "source": [
    "runner = bp.DSRunner(model, monitors=['V', 'w'], inputs=['Iext', 0.8])\n",
    "runner.run(100.)\n",
    "\n",
    "bp.visualize.line_plot(runner.mon.ts, runner.mon.V, legend='V')\n",
    "bp.visualize.line_plot(runner.mon.ts, runner.mon.w, legend='w', show=True)"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\codes\\projects\\BrainPy\\brainpy\\version2\\dynsys.py:325: UserWarning: \n",
      "From brainpy>=2.4.3, update() function no longer needs to receive a global shared argument.\n",
      "\n",
      "Instead of using:\n",
      "\n",
      "  def update(self, tdi, *args, **kwagrs):\n",
      "     t = tdi['t']\n",
      "     ...\n",
      "\n",
      "Please use:\n",
      "\n",
      "  def update(self, *args, **kwagrs):\n",
      "     t = bp.share['t']\n",
      "     ...\n",
      "\n",
      "  warnings.warn(_update_deprecate_msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "  0%|          | 0/1000 [00:00<?, ?it/s]"
      ],
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "b2159b7c24f347d2ae1c3afc7ade3415"
      }
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<module 'matplotlib.pyplot' from 'C:\\\\Users\\\\adadu\\\\miniconda3\\\\envs\\\\bdp\\\\Lib\\\\site-packages\\\\matplotlib\\\\pyplot.py'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Understanding settings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are several key settings needed to understand. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ``resolutions``"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "``resolutions`` is one of the most important parameters in PhasePlane and Bifurcation analysis toolkits of BrainPy. It is very important because it has a profound impact on the efficiency of model analysis. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can set ``resolutions`` with the following ways.\n",
    "\n",
    "1. **None**. If we detect there is no resolution setting for any variable, the corresponding resolution for this variable will be $\\frac{\\mathrm{max\\_value} - \\mathrm{min\\_value}}{20}$.\n",
    "2. **A float**. It sets a same resolution for each target variable and parameter. \n",
    "3. **A dict**. Specify different resolutions for individual variable/parameter. It can be a *float*, or a vector with the format of *Array* or *numpy.ndarray*. \n",
    "\n",
    "```{Note}\n",
    "It is highly recommended that users specify the resolution to specific parameters or variables by a dict rather than set a float value, which will be applied to all variables. Otherwise, the computation will occupy too much memory if the resolution is set very small. For example, if you want to set the resolution of variable `x` as 0.01, please use `resolutions={'x': 0.01}`.\n",
    "```\n",
    "\n",
    "Enabling set ``resolutions`` with a tensor will give the user the maximal flexibility. Usually, the numerical analysis does not work well at inflection points. Therefore, we can increase the granularity near the inflection points. For example, if there is an inflection point at $1$, we can set the resolution with:"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:35:04.293460Z",
     "start_time": "2025-10-06T03:35:04.229735Z"
    }
   },
   "source": [
    "r1 = bm.arange(0.00, 0.95, 0.01)\n",
    "r2 = bm.arange(0.95, 1.01, 0.001)\n",
    "r3 = bm.arange(1.05, 1.50, 0.01)\n",
    "resolution = bm.concatenate([r1, r2, r3])"
   ],
   "outputs": [],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Tips**: For bifurcation analysis, usually we need set a small resolution for parameters, leaving the resolutions of variables as the default. Please see in the following examples."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ``vars`` and ``pars``"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What can be set as variables ``*_vars`` or parameters ``*_pars`` (such as ``target_vars`` or ``target_pars``) for further analysis? Actually, the variables and parameters are recognized as the same with the programming paradigm of [ODE numerical integrators](../tutorial_intg/ode_numerical_solvers.ipynb). Simply speaking, the arguments before ``t`` will be defined as variables, while arguments after ``t`` will be parameters.  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BrainPy's analysis toolkit only support one variable in one differential equation. It cannot analyze the joint differential equation in which multiple variables are defined in the same function. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Moreover, the low-dimensional analyzers in BrainPy cannot analyze dynamical system depends on time $t$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bifurcation analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nonlinear dynamical systems are characterized by its parameters. When the parameter changes, the system's behavior will change qualitatively. Therefore, we take care of how the system changes with the smooth change of parameters. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Codimension 1 bifurcation analysis**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will first see the codimension 1 bifurcation analysis of the model. For example, we vary the input $I_{ext}$ between 0 and 1 and see how the system change its stability."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "scrolled": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:35:18.062437Z",
     "start_time": "2025-10-06T03:35:04.298098Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.Bifurcation2D(\n",
    "    model,\n",
    "    target_vars={'V': [-3, 3], 'w': [-3., 3.]},\n",
    "    target_pars={'Iext': [0., 1.]},\n",
    "    resolutions={'Iext': 0.002},\n",
    ")\n",
    "\n",
    "# \"num_rank\" specifies the number of initial poinits for\n",
    "# fixed point optimization under a set of parameters\n",
    "analyzer.plot_bifurcation(num_rank=10)\n",
    "\n",
    "# show figure\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am making bifurcation analysis ...\n",
      "I am filtering out fixed point candidates with auxiliary function ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 5000 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 500 fixed points.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Codimension 2 bifurcation analysis**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We simulaneously change $I_{ext}$ and parameter $a$."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:35:53.019842Z",
     "start_time": "2025-10-06T03:35:18.099458Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.Bifurcation2D(\n",
    "    model,\n",
    "    target_vars=dict(V=[-3, 3], w=[-3., 3.]),\n",
    "    target_pars=dict(a=[0.5, 1.], Iext=[0., 1.]),\n",
    "    resolutions={'a': 0.01, 'Iext': 0.01},\n",
    ")\n",
    "analyzer.plot_bifurcation(num_rank=10, tol_aux=1e-9)\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am making bifurcation analysis ...\n",
      "I am filtering out fixed point candidates with auxiliary function ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 50000 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 4997 fixed points.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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yOEaXGYEZGBigpaUFj8dzQQJzvm2WrsC8OriCcgWz0GyJoiik02mef/75C7qIXywXmvK6kBTXQseeXfeZzyt98V6ogyyTohkeHmZiYgIpJSdOnJipwVwJHWSvlQjlfMxeJAbMabDo6+ujubkZr9f7kl0w53JSdpeNvfq4gnKFstBsiWEYdHR0kE6n2bp160ydYDG5kJRXNBqloaEBXddfNsW1EJljWxMprGgasr0oIf2K+KLPTtFUV1czNTXF4cOH8fv9M7tIfD7fnAtcpk32leRKjZrg5SOU87FQg0VGYDJOyvM7+GY7KWeO4QrMq4crKFcY55otmZiYoKGhAY/Hg8fjWRIxgfOnni4mxXWuY5tDcdKNY9i2jczxoa3OggkDfRqkaSO0K6NInokIa2trgd90kGXSYydOnFjQaPGV4Eq9EF5MhHI+NE0jLy+PvLw8YOHXPxgMzqTH5lv1w0sFpre3l9HRUerq6txtlkuAKyhXEOeyT2lvb6etrY3ly5eTk5PDoUOHluwczpXyupQU10LHZsokdWYMs28a4VOxIzpm1zSiLUZoVMHsi6OVBbAnDYSuoISvnBmSc3WQzTZaDIfDMxYxkUhkSUwur+SU1+VEKOfj5az6Ozo6iMVihEKhOQIz26o/c37pdHrGYsjdZrm4uIJyhbDQat5UKsWxY8eIx+Mz9inRaHTJ9pXAwimvTAPApaS45hw7KdG7khhJBTwq+DSEV8NsjyKG0mgWyJSJ0TKFNZxE8avoK7MQQQ0ZNxEB7YqJXuClHWTJZHKmRXm+TUlubu6idZBdySmvV1LsFrLqz/iQZaz6M0aXmWaATGNL5mZt/rrkVCrlbrO8DFxBeZU512rekZERjh07Rm5uLnv27JlJpSzlvhJ4acrrclJcs7FjBv4OE21MIrIFqldFVIWwumPY4ymEJjCFRBo2ZvMUSInM8aJMp7G7o8ioiZLtQV+Z5RzQkgjvlWVx7/P5KCkpoaSk5CU2Jd3d3QALDvldClfqhW0xU14Xy3yBT6VSM69/S0sLqVQKj8eDqqpz1iTMbxI51zbL2V1k7jbLhXEF5VVk/mreTBje0tJCd3c3q1evpqysbM6HNvMzS3UnmEl5LUaKK4OdMEkcHUEdP7vsy6eh1IQwOqPIqIG0gRydZMwRE2nZSEui+VSsgQRmexQlqIEAeyKF2RNHpm208gBaafBVsyJ5ORayKcl4kGWG/DIzGJk/fr//go79ek15XSxer3eOk3IymaSlpYXp6WlOnTpFOp2eM+SaSVGey0k5074/exDT3WY5F1dQXgVm20zMTnHF43EaGhqwbZtdu3YRCoVe8ruzP+RL8eFVFAXTNNm/f/9lp7gAZNoieWwUo2ca1ZBYAQW9JkKqL4qcNpBpG7XIj50lCfWoyCwJpkSrDCJ8Kmb7FCCxp03U0iBGyyRmTxw1z4s1KFCCOkZ7FKEJtGURlMCV+ZEWQsx0kFVVVWHb9kwHU6aDLNMim6nBnKuD7EpPeV2pzgM+n49gMIjX62XlypUzKcrZQ67zBeblrPrdbZYv5cr89v0Ws1DhXQhBf38/J06coLS0dKYDZSFmFxeX4gM7NjbG9PQ0tbW1lz3jIi2b5PFR0p1TyLiB7VdJ5wus0ST2cBJp2Kh5PtRCH0bXJJ6kAL+JUhpEDWkYXTFkykaoAq02hDRtzN44MmVhTxlo5QL7eAOM61i+PJRsD6oxjjLaigwWYBeuAXFlfqkVRZkzgzG7RXZ2B1NGYGZ3kLkRyqUz+wZu/pBrPB6fKfL39PRgWdZ5rfrBFZjZuILyCrLQal7Lsjh58iSDg4OsW7duJv97LjIfysUuzJumOXMePp+PlStXXtbxpJSkTo6RaplAJi2UoI4ZSKGkk5g9UTAlIsuDVq5jD43DmAFIlCI/eqGN2TWKPSEQuopWHkDxTmG1mci4gghpaNU+fInHMEdj2LFyFF1HMSVa00/BSkMgDxnIBdtEJMaRkQrnv69Q5rfIGoYxc/fc2tpKIpGYKTBfyeaWV3KEAs73ZqHXb3aKcvYenozAdHd3I6WcKe7Ptuk5n8DA62eb5ZX7yfwt4lyreTMDghn7lAvJoS+FoMzu4lqzZg1tbW2Xfcx0xxSpxjGwbIRHQa8M4J18HrVfoIWrMbyFqJUKnsQLpEd0FE8OKZ/AW5VA7TuMPRlBC5RAfiG+wk5kazsykYcaKketzMKvP4/WdRDNiqPkSeyKMrSRX6EOHkcCVvl2xFQvatczIC1kTg1m3ZsR8RGwDWS4DJQrq6g/G13X5+yCn5+eMQyDI0eOvOTu+dXmSo9QLMu6oGHU2S4KmRrY9PT0TBdZxqZndovybKv+hQRmtpOyEOK3UmBcQVlizjVb0t3dTXNzM9XV1SxbtuyCP0yZL+ti5dF7e3tpamqa6eIaHx+//GP3N2E19COUCDIdQq8M4Q8cRbY+RlyrQ1PDiOp8vOnH0PoPIP3bsCxJzGvjG3oGMdaKHdiKHQ6iVup42h+A1DQysAG1pAg9fBK99VGwTaQ/C6WiDCV1Aq33BaSiIUNF2NnVqN3PofYfRgbysUIliOGTaN37wLawKnZjl22F9DQoGmivvqXKyzG7gyxjrFhQUPCSu+dM/eVyOsguhys5HQeXnioWQhAOhwmHw1RWVs5pshgbG6O9vX3GqywjMLOt+ucLTCZb8du2zdIVlCVkodkSwzA4fvw4ExMTbN68eSbFcaFkPpiXG6FkUlxDQ0Nzurgu+9hDp1BO/gTdLEUaBWiVq/DlnUbrehJFWvjEMXyr6yF9EIaOIpB4PScxq0rJOfI4ylgKMPBl9WPWrEY7/T1ITqLIBJ7SODJ3CLXll4BA2DZWyWaEEUftehJUHwiBWbYDdew0at9BpDeCVHXsrCr05l+gjJzCzl2OiA2hDJ1A7X4G9ADm8luRwUvvZHulUVWV8vLyl9w9z764ZaKXjAfZK3GBWqra3mKxWOe3UJPF/E2is73KZhtdnm8XTHd3N8XFxYRCodfcNktXUJaAc82WjI+P09DQQDgcZs+ePZfsA3W5F/2XG1S8LNffiW6U5gdQxlrw0olWdR2yoAet+3FEtA8hLaZy1+E3Ukw1PISeHEOEi7AqtuIZ7yArcQbh8WDnLMOsvMq52MeHUdLTWMWbsPPXoHU8gTCTCDOFWX0N0htBbX8cJAgriVF3B0piHGWgAVCRQsFc8UbU/hdRxjvABmGlkb5stIbvINLTyEABYuoMYnoAdfA4dk41VvmOS359XwlmX1zm3z3PtokfHBykpaVlQZPFpeC3NUI5H/M3iS70HsxfVZ1Jcc8XmL6+PvLy8uakyD7+8Y9zzz338Ja3vGXRz30xcQVlkZk/W5L5crW1tdHe3s6KFSuoqqq6rC/dhToCL8T8FNf8L9clC0p8DKXpZyh9h0APQk41oqQYrXsfYvQ00pdNKlBKXGQx8uL9ZNnjECliJLSG6Y7T5E8cxWNEiYplULgZ/3AT6vAJMFPYBasxSzai9exHGW8DoWCVbMWOVKB1/Bol2g+6H7PqegDUM88i4qPIYAFW7U0oY20oQ8chMY6duwxz2S1onXsR0wMoqSmsUBGk42inHwKhoEb7sLMq0SZHyImeQsTXIANL4512KZzv/ZltE19TU4NlWTPF5YzJYqaDbLZFyWKd25UeoSyFHc58FnoPJicnmZiYmNMmPnvQNXNjZ1nWjIklOK9pU1MTqVRqyc/7cnEFZZHIhK1dXV0zlhBCCJLJJI2NjSQSCbZv305WVtZlP9elRCjnSnEtxrFJRVGO/QCl+3mkLws0P7JiF+qZ5xBDTUh/DjJcymC6hHD3Y+R703gi5RhFmynNKkdr+ilmQGMkESHuX0Hy5GFKJw+heX0o4RKUoq14Bo+jDjSA7sfOrsYq3YTW8RTq2GmkNxursB47pwq9+eco0X6nblKxC6SFeuY5lPgIdrgUq/oalJFmlMGjCDOJlbsCs3w3avezqMPNSAFW5R7E5Bn8J39JyWgfWrMXY8O7EckJsNLIUAm8infhFxsFqKr6kg6yzJrk+RYlmTXJl3rRvdKL8q9WSm6+k3JG5CcmJujt7eXUqVP4fL4Ze5jZ30EhBLFYjGAw+Iqf98XiCsoiMLvwPjo6it/vp7CwkOHhYRobG8nPz2fTpk2L1u55sRf9i/HiuugIxUyinPwFSt+LSEVBSBur7lbEYCNitBUAWw/TYpYR7nmCoJLG5/Vi5SzHzq7Ec+pnIBzfpAl/JcsrStFajmJkF2KkE/To1dDwJCWxJvBn49F1KN+D3v0syvAJbG8OMlSEVb4TvekniMkepC8Lq2gtMlyKfuw+SMeQ/lzs8p0II4HW8WsQAhksxqq8CnW0Ga1nP1LzIUMlWEUb0Nofh8HDeNM6GDHEaAv66V+BlcaquQGrfPuFv0aLzOWmleZ7YGUsSsbGxjh58iTpdPolHmQXehF+LUQoV8L5zRf5jJPy2NgYAAcPHiQQCNDY2Iiu60xOThIOh5fsfL70pS/xpS99ic7OTgDq6+v5q7/6K2677baLOo4rKJfJ/NmSzEbFU6dOcebMGdasWUNZWdmiPufF+HmdL8U1n4tKp0kb0foYovNpiI0gggVYy29BTHSjDDQg4uMkwhU0JUspTjcQ0ZOQiCILN2KVbUM7/TCk4wgzgVm+m8RAGq37GYS08WCgrH0zy4RAaTuFaflJW2lavbvQDz1CcbIVj7BQPHmw/Db09scQiTGQNjK7Aqt0K/rxHzj/JtvALFqLHcxHP/ET0PxgxDDLdiDSUdSufdieEAIbs+Y61OEm1P4jGJ4IIp3EKt6AfvyHqAPHsHNrEONtiGA+WttjSE8Ic+WbwJd9Ya/ZIrGYUcBsixIp5Zw1yT09Pdi2PSc1k2mPXYhXKqV0qWS+p1caGSflcDhMT08Pe/bsYWpqiscee4yf/OQnDA4O8uEPf5g3velNXH/99Vx77bUzQ7GLQXl5OZ/97GdZsWIFUkq+9a1vceedd3LkyBHq6+sv/N+xaGf0OuNcsyWWZTE4OIjX6z2nfcrlciERimVZNDU1nTfFtdCxL1SsRPd+lJZfIaZ6kcFCZNVuhLRROp9FxkeI6Tm0pIqpiCTJT/aTNqaZCpTjr9iD2vM8YqQZhMAu3oSZv5rC099FSUyAx49ZeTW2Pxu95UGU2CCKPxdl2U2sUnVE84vIRIxpvYBOUUdo//0UJVvxyTiycC2y9hb09scR0wMIM45Vuh2rdBv6qV9AagJhm5i1NyIjJegn70ekY6CqmGvuQRgJ1L4XwUqBqtGTdzXrBhpQRpvBTCJSMezsavSj30aZ6kF6s5DZ1di5y1FGTyNDhdh5lzcUej6W2hw0EAgQCARmBvwyHWQZm/jZHWTz1/S+Xovyi4VlWQgh8Hq9FBQU8Jd/+Zd86lOfIj8/n0984hM0NzfzF3/xF+zcuZOvf/3ri/a8d9xxx5z//ru/+zu+9KUvsX//fldQlppz2af09fXR399PMBhk165dS/bBPZ+gXI7d/IVeGMTwSZSG7yCifeDLRhatQ4aKURq+gzRSTJo6fZ5KlpXlE+l+HFQdM1DIRGQDecMnET0vYOsBCJVgVu7G0/4UkUQXdkEVMqcKu2QTetNPUCe6sP25WKWbkeES9MbvIZIj2DnlhGpvpF71oBx7FksmiWn5dKTLCB94gPKpI6iqAgWrkNXXonXtQx1pQgoNq2QjZslmPKd+jjLRgfSEsCt2Y0fK0Ru/ixLtxfbnkaq4DjEQRT3zPGJ6EBmpxKi73Wk3HmxEJMexC9cgFR3t6LdQp3qwg4UYmz6IDBYgkpNIf+6iD1C+khfthTrIotEoY2NjM91LmT3wOTk5GIZxwSaXrwavhQhq/vml02kMw+Duu++eyXZkOkiX6hx+9KMfEYvF2LVr10X9risoF8lCq3lnF7yLi4tndiksFS+XlrrYFNdCx4bzXLSiAyiHvwWpKbBMZGENsmQDauMPMW2IjQ8zlbeZ2jUb8bU8gNT9CCNOvGgH6uQESvdJbE8EbAuz9ga0gaOI4SZMJYDU/VjLb0VteRBlsgtbD2JnVWKXbkE/+t+QioIWwC7egAzkox/5BugeVD0fZfmtrEUgju/F8ASJm9CRKib7wAOURI9iBvPRgjmYtW9Ab3sEZagRO5CPDBZjVl2Nfuy7KOOd2IF87MK1WDkrqDj+zwifiQwUYFXuAqGgtzzodJ+FijErrkIZaUbrfBpUHaH6EIkxtJaHEJPd2EVrMevvXXRPsVcrCpjdHju7eymTHotGo0xOTpJKpWZEZrE6yBaD10KEMl9QYrEYwJxsx1LY7zQ2NrJr1y6SySShUIj777+fNWvWXNQxXEG5QM61mndqampmNe+ePXvo6+tjampqSc9loQjlUlNcCx0bXuaLZ8RRjnwLMdYKyUlk8QbsZdejnH6c1GgnyekpjLKdlKy/Fa35AUiMIaTEXnUHMq2TPbYX9ARC85Ne8zaUxCiivwFhxLAVjfTqu9F796NMdUM6gcxfgVn3JrTmX0B6GiU9hVmyBatkK/qJH4IQiNQkZvX12KEiPCd+DB4/upVEX3sXqxUvoukwltAxo6Oc8Gwk98jjFE414FEECgJj7T1o7Wfbj4WC9OdhLr8V/+FvEZNpkAI7dwVW0QY8h/4LqXoRVsqJmnzZ6Me+jfSEEUYMq2ANyvBJtLZHsINFKEMnEFXXogw3IZITWBU7keHSS3pvMlxJaaXZ3UvLli2b+S4IIejo6OD48eMzHWSZFuVXM0J4LQvKUnd51dXVcfToUSYnJ/nxj3/M+9//fp5++umLEhVXUC6AzH6Q+fYpXV1dtLS0UFNTw7Jly2YGlJZyo2Lm+Wc/x2JtVITzWLvYJsrxH6N0PevYnuTUYFdfC72HSbY/S8qw8JRvJLjxzaitj6IMn0TqAWTpJmTBGkIHvoFI9kGgDKtiN9ITRDvxEMp0H1awmAFfLStiQ6g9B1ESo9jZNZgrbkftO4w61OQU7/PXYK64Da3jCZSxVpA2Vtk2rKqr0Zp+jDLZhVQ0R2Byl+M5dh9qehTpD2PU3UudLx/l6HdQE8NMKVl0B9eR3fAUxWP7UdITjoCtfxdqx5OIiU58xgR2+U7MNXehnfyZM6BpJjErdmJVXYN+7D7E9CBCSsxlN2Hnr0Bv+G9EfAwlFcUs3oAy2IB+4segaIjpAYztv4+IDQHikqbzr2T7eoBwOEx5eTkwd8lVc3MzqVSKSCQyZ03yK3WBz+wRupIFZaGUXCwWIxAILPl5ezweli9fDsCWLVs4ePAg//Iv/8KXv/zlCz6GKygvw2xLhMxdoRCCdDrN8ePHmZycZMuWLTO95bAI1iUXwOzC+eWmuOZzTkGRNuLUL1Ga7gc9ALaFXXUN5mg76WMPYGhBsgpzof5NKN3PoPQfQgYLwRvGWnYjatNP0Sc7iOnZ+PLrsEu34Hnxa4jYINKfh1WymeSgxNP8M4RtYAcLMauuQiRG0Fp/BYrHmSOpuQ617xDqmeeQehD8+Zi1b0BrfRit/6jTHhwuwaq6Gs+J7yPGWpzj59dhF60l8OJXUNIj2DmVRCp3URNZjvfQVyA+wrgIM2hX4jt5kPK+xxF2mpinEHX5zai9B1B7XnCaCHKXYy6/Da31EdSBo0jNh527ArP2BqcbbPgktjeCXbAWq2QLnkNfQRk5hQwUQhEo/YfRm34CgFF/L3bxxkt+n6405l+w5y+5SiQSjI2Nzekgy8rKmhGYl+sgu1xmL7K7UjFN8yWCMj09/ap4s2VWIl8MrqCcg/n2KRkxOZ99iqIoM5HMUpFZgtXY2HjZKa6Fjg0LuBn3vojS/CBIG5Lj2CtvJ5pMYxx7mKCqEfIryDVvhukBGGhEooBtYq19G+qZ52DyDEiJpfqxV78ZtfFHCDMOtomdVYlRtp2Kk5+HiAeRjmGWr0OGStCP3YfUQ4j0FFb5zQjLRO3Zj/RmIcwk6RW3oY61oQydQHojgI2x5m7U7mcQE12gB5HeCOaqt6A1/RiRGENqXuzsCqzq64gc+A+ExwNE0Kquws7bQuDIf5GwFETaZDRnJdO9/ZT2/grpy0LYaczaG1Emz6D2HsQO5AOS9Oo3o/YeQBk+ie3PB82HufZetNMPIyadxgIZzMOsuhbP0a+jjLQgA/ln/7fAEUhfNlb1daC+fM3hSkp5zed8g41+v5+ysrI5FvGzO8iEEHM6yAKBwKL9W18LgnKuCGWp011//ud/zm233UZlZSXRaJT77ruPp556ikceeeSijuMKygLMni3JmDFKKWltbaWjo4OVK1dSWVm54Af9lUh5WZZFV1cXwWDwslNc81kwQpk8g3r8J05brOrBrtxNt5WP58QPKGQSLZCHvfwmpD8HteVBRLQPGSrGXnOX07rbcxARHcAKldEfuYqc7uedC2liHLtoHcaau/G0PkIwNYgy7XHSSbVvQD/xQ5SpM4DAXHYjVtF6PMe+g4gNIFQvxuq3gieAemofSmwY6c/BWPtOlOl+tL4XEfFR7EgFxvp3o/bsRx1pRsSHsfPqMNe+Ha35F4hoLyI1hV2yCXPlm8hp/B6qPY1Q0sSqdjBqr2TNwD6syUFMKRkr2oMZE5R2PwKJcYTmxVz7DoRto3Y/h0hNgjeCsfG9KGPtqAMNiFQUQiGMde9G7XoaZbQVkRhF+nOwc5ejH/kmymiLE/l5s7DKtjrC581aUFyu5JTXxYjdbIv4ioqKBQ0W5/tfXc5n/bUgKOeqoSymsC7E0NAQ73vf++jv7ycrK4v169fzyCOPcNNNN13UcVxBmcW5ZkuSySTHjh0jmUyyY8cOIpHIOY+x1Cmv3t5eRkZGyMrKYtu2bUvy5ZjTRZYYR33xqyg9B5DBQixvFqfMcvI6f0aRGEFklyJzapBlW1EPfgUmupChQmT5NmSwAPWFLyGSE8hwCcmSXWjjUyite8G2sSMVmDU3oPYfQet+FlvRMLOrsGpvRGv9FWr/YWxPCLIqMauvR2/6EcpQEzKQh5W77Gw66csoEx3YwULsks3OdPyBf0dE+7FDRZg114GVQmt7FJGccp5zxW0oI81OFGOZ2Nk1GCvvQOt8Gq33ICgqVv5KUstuo/zF75GT7kRGsjGyliGrbyNy4rvI0RNMKUFSgSpiWhVlDd9xWpD9+VgVO7EjFXif/zxiqsdJwS17A2Cjtz7iiFqoBLPuDpTJLrSuvWDEsXNXgDTRG76N2n8UK6caY8vvOkKzwHt0JXI5Re/5BouzO8hm25Nk0mPZ2dkXZbA6+zt9pbLQ4GUsFluSebbZfO1rX1uU47iCcpZzzZYMDQ3R2NhIQUEBmzdvPm+73lKlvGZ3ceXl5S3pQqWZGo1topy4HzHYiNT9mMlpGr07KJpsokiPoyg+bN2PXf9WlBP3Q2oKIVTscDlWzfVoB//TsTgBZFE9VlYNhS1fgUgEEuOYZVtBCNSup5G+bERsgHTVDejRXtT+I9i+XAQW6VV3ofa+gDLagvRlITUvRv3b0E4/iIj2Iz0hZLAIs+529MNfRxgJ0H3Y+XXYZTvxPP9PoHqQug+7ZCN2uBjPC/+O9GZDOopZfRVYKdTufdiBPISZwlp2C/pkJ9nTbdjZBYDEXv82SoZOoNkjyNxyVKEztuYdeFsfIjnURhIN2+tjquAaio59D5JT4Akjc5Zh1t6E99nPAQJ0p+3ZKlyHd+/fnp3Sl9glG5BCQ2t5EKn5UY0Y1kQnKB7E1BnsgtXIUPEVnfJazHOb7381256ko6Nj5kI724Ps5b6fV3qHFzjf8/n/hkwN5bWAKygsPFuSsU/p6emhvr6e0tILa/VcipTX/C6ujo6OJY2CMn5eonMvSvsTiGg/CTXM6cBWSrO9FA10IeLDyOxq5Mb3IXoPogyfhPgwdmE99vp3oJ5+GDHRDUYMu2w71srb8R38JiI5hMCLVXMdVtkOvI3fRZkeAKEymLWBokgZ/hP3OZsVPSHMtW8H20A78/yMg7BZ/zaUkZNOOikxhp1dPdOZpYy2IRKj2IX1mKvvQTt1P0q0D4w4VulWjOVvxHPs206LsLQwq6/FKt2O5/DXUKaHkELBWvkm7KwKvCd/gWVOIlKqk9ZCOmmt+Cj4c5Cb3kuZmkA3uhGqQTpQSH/NnRgtT5DsPYiwpkhnVTNddhO5p36BmOxCSUxgFa7DXP0W9BM/QpnqRZhJjLLtGLU34Tn6LcRUn2MDU30dUoLn4JcQsUHsvJWkr/rTKz7ltVQX7Yw9SX6+4/ycTqcX7CDLpMeysrLmnMtrRVDmp7zi8fiSRyiLxetaUM41WxKLxWhoaABg9+7dF3V3sNgpr4W6uJa68C+EQAyfQj3y3zDezpQMMqpVUrFuD9nHvoaIDSPDJdi11zlzKaceBCuFzKpELr8FMdyEaH8SFA2ZU4tddxtK++P4Bg8RVzzI/JWYK29Bb7wfdaDBqSVkVzFkrae66Ucoo83IQAF2/iqs4g14nv+CMyQYLMSu2IUM5uNp+G/nPEIlmMtvRqSm0E8/DGYSO7sSc8UbUYaPo3U9DUJxWpBX3YnW/jhqzwtIzY+MlGLUvRn95E9RB44gfdnISAXGijfiOfxVlLFmEloWnsJ1mJVX4Xn+n1Am2s+m1zZhF6zBs/dvEdMD2KFiRM31FFWuwtv1Q/BCWitjongPI2faCbb/CFMB/Pkky68nMNKG1vEkUvM6qcTVd6H17EftPeBEYb5sjNV3o7c+6iwKCxQ4XmXxMbLbHyB7ehCl+H1LbvNysbySbsMej4eioiKKiooA5niQ9fX1YZrmHA8y0zRfE4IyP433WnEaBriyX90lJJPiyqzgnG2f8txzz5GTk8POnTsv+o1cLEGxLIvGxkZOnTrFxo0bWbly5cyXYanrNB47ia/p+5jRIWKJNGlPDsXX/y7ZbT8HJCgqMn8ldvEGlOM/ctI6CGTZFqQ/G+X0I84dPGDXvgGRiqKc2Y/tywUJ1pq7UIdbUEebkf4cEArGundTFD2GMnXGSWF5wxjr3uk4CCcnQPMhI+UYq96Mduw+JICiYxWswirZgnb8B9ieMFIo2MWbsMMl6K2/cp4TgVV9DdgW2plnkf5cBBJj5e2oU2dQB485KTfbxlj3TtS+g4jxDmzdOZ6x+UNobY+gTA+C6gVfFsb6d6Od+KHjA6YIZKQUc/Vb8DR8CwQIbLTiNeRuvYd1xmECWfl4FMlUaBknRwVTz3+DaQPM+ATxoi3Y3ghqx5NI1YNIRzGX34Iwkyi9+0GoiPgoVs0NqEONZPU8TnjsGHrj9503zEyBmVyyz8PF8GrOefj9fkpLS6mvr2fPnj1s27aNvLw8JicnOXr0KI2NjRiGQU9PD7FY7IqM9M5VlHcjlCuYhVbzmqZJU1MTw8PDbNiwgcLCwks6tqqqlx09nG9Q8XIWbF0IpcN7YfooZnQQcleQdd0nULueQoy1w9mOKHvtvahNP0NMdoOVxq66Cmv5LaiHv4mYPONEBctvQRavQzn4ZUS0H0XoDOVtp9qfg9L4/bMzKLkYa9+OkhglP3oSlUnIKsesfxvqwFGUgWNOuid3Oebat6Gd/hXKWCtKahKrcD3m6rein7ofZbwTrBRW2TaMlbfhOXYfYrwTAZjV12KW78R76CuIqR7HV2z5bcjsKvQD/44y1ecI2Ko7QdHQ2h5DjfZj+HLpy9vJsmgfWsdTKNF+7Eg55pp7UAcanDbh2DBWbi1m/dvQWh9FGTqOSEWxCusx1r4N/dTPUIdPOq9R6Sayt/8uO07ej2oPYdkW4+FVnIyXs+zxL1AYPYHQvNiVe7Aq9+B9/vOo4+1ITwir6hqswnq8e/8WLdpF2pOF1HwoI6fQD38dpI2x8QPYRWuX7HNxIVwp+1CEEASDQYLBIBUVFUgp6e7u5syZMzMdZJqmLbhB8dVkIUGZnp52BeVK5Fyreaempjh69Cg+n++y23AzBe1LLU5mUlyVlZWsWLFiwbu9pYxQZNuTFI/sxbTSeHKr8Wx4C0z3o7Q8BIqOzKrErnsj4swLKB1PIb0h8JVj1d2BeuoBlN4DzvR3IA9r1e2oDd9FGTiODBVjevMYCm1h2dFvI8basULFTs2lZDOeZz6L15jEyi6Cyj3Y4WK8h78KRgwZKsaqfYMTYbT+yhGrcBnGiltRJjpQO/c6MyiaD3P1W1B7DqD2HnS6zbQA5uq70doeRRk6gR0qA1+IdP29eI59F2W8AztShgwUYKx+K94D/4oyPYgdLsbMWsaQZyN1J3/m1IKCBVhl27GK1+N9/FOAwPbnYVVchR0qxnPg35CeCChezJrrQUq0rr3YwUJnun7ZLYjpIdTeF5HhUlRpEtn1IbYnp9CGhkkHirHMNA3WKgr23kfV8ElUby6qN0B60wfRWh9BRAcxPDmY3mxY/x70xvuc+pUecJoKCusRU2ec+ZtA3pJ8Rl7283OFTqILIfD5fPj9fjZt2oRt2zMdZJkNij6fb47AXOqK7svhXDWUxZozW2peN4Ji2zZjY2N4PB50XZ+58Hd2dnL69Glqa2upra297Lur2YOBF+NZdDFeXBdjMX8xJIY6SD/xBYTwEPRYqBWbsPLr0Pb/qzNImBzHrtoDegCl40mkL4JIxbDWvweRGEP0O+t/RTqOufMPnOhi5DRoHpA2iXXvofDF+0H2Is92O5nr3ol2/AeI9DRCWtjBYqxVb8HzwhedPfFm0nEHrtyD57nPg6IjEmOY5buxc5bj3f8vIBREchyj/h6k5kfveMqZ7I+PYWy5B5GaQO075HStpSZIbf0dtOEm1MFGMBNgBTA2vg+t8ymU4WZIR8GfQ3zVPZQe+AmK1Y2SGMfKX4W5+i48Dd9GiQ1CcgK7eAPm8lvwHP0GIj6CMOKYFbuxKnafLaYPIaSJWXMjVuFqvPu/iBJziv/mqjuQwQI8Dd9BTY6iaT6MtfewqXwD2jOPoqVGSRkBTns3YL74BCt6H0CL9yP1LMZLrqNouAm1ay/KVC92VgUyqwqt+Rdop34BngDp7X+AnV+36J+Tl+NKiVAWYnZRfrYFP/ymg2x8fJyuri5OnDgx00GWaVFeCkPG+bgpryuc2fYpjY2N1NTUUFJSQjqdprGxkWg0ytatWxdtWU3mw7DQB+NcXKwX11JEKMN93SQf+VvKkn1II4VRvh2x+i7Uxu85mxeFwK6+GrvmWrQX/wtlrAOp+7GX3YgsWIm6/98QE2fAl4VddzvofpSWB51dKeFi7LX3oCZGyJ84ihAx7OxK0vVvRxk4itb7AiQmiPmKUFfdTajtMWfdr5nELlyLsfYd6Cd/hjp0ApBYxRsx1tyF5/gPUEZOgqo7kcOyW/Ec/HdnLbAniFWxB6t8G95nPuf4fgXyMSt3I7Nr8Dz9aZTJbuxgEebym5G+CJ6T96NM92OHyjDq7kRYKUomDiJ0CzurErP+HsT0AGrHU2e9zKox1r7D6Tg78zwoOnZ2Lca6d6Ge2Y/af8R5Pfy5GOvehdb+pBMlhYuR3gjGunehN/0EZawVO1KO9GVhbHg33kNfQUuOIHOr8YVLKb7mj1H3/gNKcoyoiDChV9DmW0v2ke+hpeNONFi+HbP6WnwP/yEiPgwJ1Znaz6pEGWtFhoocK5wl5kpuaX655VoLdZBlWpRPnz5NMpmcsyY5EoksicnluQRlKbc1Lia/1YIyf7Yk09I7NjZGQ0MD2dnZ7N69e1FD23Nal5yDC0lxLfQciyUotm1zuqUF88j3WJNuRc8pY2oqilH1Bry9B1F6nPQMqoa1+q2orY8ihpqwsytB82Gtfzvq0e8ixrsgVIodKXaK7s//K8THIFSALF6HXX01vkf/ioRtIUN5yPIdWPl1eJ/8K6TmR/gEo9615GtBtLbHsAP5KOk4Zs0NkIqi9jzvdFJZKcy621HG21AGjmJHyhC2iVF/L0rfAcRYG3aoCBSd9IYPoLU97kzu+3ORgXyMje931gKnJpHeMHZWBebat+HZ/0VHJDQvdt4yzBW3EXjsUySEBkJiFazBLNuO78m/RuoBJ0oq3oKduwzv3r9Dqj5Eehpz1VXgjaB1POHsnU9NYda/HWEl0bqfAdtExEcwNrwXZaITtWc/GHGEUDC2fgSt90XU3hcRqSnQvKTXvYNQz170qRYUkniyCuireBOVY8+gj7ZgJUeJ+svo01ZTvPeL+EdbUdJTWAVrsPNW4Dn4H06KLVhA6qo/Q0YWd3vofK7UlBdcXNuwx+OhsLBwppaaTCZn1iSfOHEC0zTnrEkOhUKL8u8+V8rrtdLl9VsrKPNX82acgPv7+xkfH6euro6KiopFv5vKeH4t1UZFWDxBSaVSNDQ0oI2dZrPSjq5ImB5iLGcHAS2I0vYAWElEfBhr6++ipCYQvS9COoYQGtaeD6EMNCL6G5w0kTeMvel9KKcfRYycQkmMY+ctx177dtRjP0BGe/EaE5C1gkTtLcgD/wWxYRQjhlm2jRF1PVWnfuS499omVvW1Ttvwwf9AmR5AChVzxRuR4VI8L3wRZXoQqfkdCxYh0E4/ghIbxPZlY659B0qsz7Glnx50IpG621EHjqJ2PeNEIlmVWKvejNrxNErfiyjxUazc5Zh1b0ZveQB1tAnSE9iFGzFX3Yl+8qcoQ8cdY8yidVir7kA78SPUweNIRcUu2oC58o3oDd9BGT7h7G0p2YK57EY8B7/kRCK+LOyidZhV1+Dd91nEZDcykI9dvBGrbAeep/767JR/MVblbuzCeryPfxeRnMQOlWIuuwkzUE1554/we3VkoAqx7A6U7ErUpi8zlbZRRYjRrO2o02lKu55BCgUx1Ysy0YnlCaJMdGJnVy/62uLLqR2+ElzOHIrP56OkpISSkhKklMTj8ZkW5e7uboA5LcqXaua4UKrcLcq/irycfcrk5CRCCHbu3LmkIeT5Or0yKS5N0y6pCWAxurwyUVphSGOtdQht1CnsyvJtjHm3U9TyY8ToKWQwD1m6GVm+HfWpv0OMtTnT2lVXIbMqUZ/4P05aK1KCvfKNoHpQT/4MEmPYWRXY9XdDcgKl9VFsM0nMW0iy+k107X+IZb37mEbF9uUxWXgDOZ2H0CfPpol82aTXvxut40nUoRPYoRKkL4Kx7h3oJ36MMtqGHalw/LvWvQPPi//pbFoMlyGzqzBW34X3mc86ti+hIqziTZjLbsL3+P8GbKeYXrkHs2wHvoc+Dpof6c/FqroaK3c5noP/genLxUgZiNo3IL1h1M6nscOlji39yjeClUbrOYAdLgEzgbHmLpRJZ8pf+vNACNLr3406dAJ1uAmpB0D1YGz6MFrXM04aTqhIPYCx+YNoLQ+ijnc4tSRP0Okca/w+ymQ3wowjc2ow6+6g8Ol/R08MI+xp7OJNeOrvYMWhr6AqSVCmiedvZDp/IznP/Sup8U40LOJF20iQRf6+z6KOtWHn1pK69i/Bs3gXqkxd77chQnk5ZneQlZeXI6Wc8SAbHR2lra3tkjrIMteu2YKSMdB0I5RXgfPZp+i6TklJyZLnI18ugriUFNdCx7/UonymEaG1tZW6lSupmngWdfgkMlwCSKyN7yfn+R+jRnshWAC+CPaW30U0/RTiI+AJQ6gEa8N7UA/8J1hp0H3I3GXYa96C+uTfIBUdIRRkwWrsyl1ov/6/4AlCKsZ4YBm9vXG2JRvwhXOQqSij5buZSFgUjx8laRroxgiTFbfii03gPfOckyZKjGFs+iDKeIez892MQ1rH2PEHaGeeQ+0/4qSJPEHS696B3vwAypCz1MrOqcWsvwe94dso422OaWTBGsyVb3KEaKoHkZ7GKnFEx3voK4jJbjQjxai/lqyKXXgOfx11oguQmJVXYxVtxPPCvyEmu0DRsKqvw85d7tRrJruRehCr+lpksNB5jolOR7DKdyJ1P9rJn6JM9WAH8p2fUzS01odhehA7WIi1/Fakojg+X6kp7FApxqo3g7QIjRxDSBM7qwpzzd1gxFD6DyM1P/izUbe8l2X+LLzHh7BzK7BMg76SG5k+/jyBzucQniBa+jSJwXb8eeUo8SHs7BrQvJf0mcqQ+cxfyRHKUtQ9hBBEIhEikQhVVVULdpB5vd4ZccnNzV0wzZ6J8NwayhXAQrMllmXR3NxMX18f9fX1jI2NvSLDTEu5UfFcx78QMo0JU1NTbNu2jZxYK2rzL1Gm+5C+bOy190B6ivzRg2jJIWRWCfbqtyCGTziF6Gif0za85i0onXtRel6A+CgyfwX2mreinPo5ymAjIh1z2oHX3o3a+EPE2TTRuK+S3pwdbNdO4Y+2I4WCLN1MaOvbWXPoq1ipHhRPmFjuatqppvzpf8Mba8b25WCVbEYWbSTwzN87xfRAAVbFbuz8lXif+CtEbAg7XIq57GbscCn6/n9DpKLYkTKMujuQviy0zr0gbexwOcbqu5Bw1go/7BTE19yDSE2h9B3CDhZjmynOZF9HTrQfdbARK1KOkBbGhveijpxCGXGK3kLapLd8GKX/KGKi04lYVA/p7R9Dbf+1s4/en+fsm9/6EbRTv3DchD1BZFYl5vr3oB/9FiQnEYqOnbsMY/VbnA621JRzznkrMGtuwLvvM5hmFMVKYuWtxCzbinfv3ztiasSwSm91alP7PotIjKBaJnLlG6lefxWevX+PosSw0zGGsnbT3NTMqv6/IySnMUq3Ia/5U3z+lxpRXiivlwjlfCzUQZYRmO7ubpqamggGg3MiGE3T5tR6Z+PWUF5BzjVbMj09TUNDA4qisHv3bgKBAJOTk0u+qyRzDrOf53JTXAsd/2IFJTNrEwgEnEYEmUY5+DPExBnsrEqIlGHV34u697No6UnMQAF62VbsZTeiPfYXSNtEBPKR1Vdjl21De/APneJ0UGDXXI+MlKE+/89OJ5E6ib3iFid337UPM1hEcmKYwfzdeNPT+EZPICNlSCOJUf82lLE21JFTxLVsAv4gvms+wabRZrSeJLadTVoJcMy3k6zHvkzVRAs+W2DrYcz170Jv+ikiNuyYKwaLMNfcjefwVxHJcYSVxI6UYy27Cc/z/4xITiBSk1iV67DKtuN5/p8QyUmEEceofQN2wSq8z/4jIj6MsG2S1TeSJM8p4seGUBQNc9WdToTR9GOU2ODZOZe3ICzDqbHEBpHebIw1tyISo+jNP0eJ9iGDBVi11yOmB9BOP4QS7XMEsOZ6xNQZ1M4nUaYHzj52A8rUGZTeF1GSE9ihEqzlt6BEB1GGmpwhxkAxSt3tKJNnnOVdmg+ChRhr3ooy1o4y0uws9NI8mOveiTJ6GmW8DbKrUYRC9o1/zM7B4+i9w6SUAPQd5eAzT+ANhMiNBMgqriE7O/ui9sFf6RHKQsaLrwSappGXl0denjMXZBjGTP2lra2NRCJBOByeiUJm3/RmUl5uDeUVIFN4n/9BPldaSVXVi95AdinMNojs6+vjxIkTl5Xims/FCkpPTw8nT56cM2ujNP4Mpf8IpKMIbxhz43tRmn6KMtSEbk5jqgXYa9+GeuSbiPFOJxIpWou96nbUF/4NEe2F9DR22Tbs2utRD/4nYrLHKVhX78Eu34a6/9+RY10YaYNU+R4qNl7P9EN/jTB7QPNi1t6MHSzA+8w/oEz1oNk6iZIb0BFOnWSqBxEswLvqdjZVrEB/4rsoxigJTy6dygpi+59kbc/PUYxxRzjqbncuxN3PIVITzi6U1W9FBvLBSiK9EWQwH3Pt2xz7+sETSN2HDJdirnsXymDjby7EniDxNe8g++DPUabaHNHVPBgb34/a9rjjLZZdDZqP9NaPop/4PmK636n1BAsxtvwO+uGvQXICGcjHyluJsf49eJ7/ZzDTTodZ0TrMNW/F+/Tfgm05bdglmzCX34z38b9A2IZjVlmy2Zn0//X/RhhxFNtgKm89wbw6fE/+lTPDY6Uxlt2CDJXgffKvHbsaaWOsexdSD+BpvA8lMQqpKOl17wAp8Z78MUpqHFVP46m/hz3LV6Hs+yx2+xidOVdzPLhxTqvsfLPF+WQuhFeqoFwp5pC6ri/YQTY8PAzAM888QyQS4dixYxQXF2Oa5pKlvD7zmc/w05/+lFOnTuH3+9m9ezf/8A//QF3dpc0vvSYF5VyreU3T5MSJE4yOji6YVnoltilmnsc0TY4fP87g4OCiblTMHP9CBGV2mm3Tpk0zPfZitBWl6acQHUSGS7Hr3gT+HJTWxyA1RcpXRKz6VvKQiLYnnOgkuxJ73dshMYFy5gDSEwZ/Lvb6dyMmu1H6G5CREkDB3vgBxNBJ0meOElNyCOUFibzhk1jt+wgmB5AF1UhFI7nlI3hbfnG2q6mUZAoSa99PYfvPIDGBDOY56Z8N78Xz/D+jYiH82fjKt1F1zZ+iPPYpFEXFQKXfzufMaIT1Df+Baks0oWKVbsWquhpUHWPTh9BaH8XOqsQOl+J9+tNgJpyW47o7kboPT9NPnGVY6SjG6t9FmAlKR/cjrAkUM4mx5XcQ0X700w+hxMeQ0ia9+XdQh5scS5j4CDJQiLHiVmfHS+ujiNgQMlyGVXsjav9hZxAxerbDrPoa57HeAxAfQ2ZXYlZfizrYiDp0wln8FSnHqr0BZbgJdeQUSJu0r4Dpkj1ERptRxtuRehAZLsNceRvK8AmnXhMsAk8As/5u1MFjiPGznV2Kjrn+PSidexFTvdiRCvD4SW/9CJ7mB/BMd4PmZ7Vop2z37zM2NjanVTY7O3vGUn5+J1NmqNEVlIsj00EWDAaZmJhg69atjI2N8dRTT/Hoo48C8KEPfYhbbrmFN7zhDdTX1y/av+Ppp5/mYx/7GNu2bcM0Tf7iL/6Cm2++eSYtd7Fcea/uecgU3tPp9BwxmZyc5LnnniOdTrN79+4FL+CvxDbFzDk2NzczPT3Nnj17Ft024UK6vGKxGPv37ycWi7Fnz54ZMQFQGr8PiQlQBGRXOPWPw98Ew1nJmwxVECvahnroawg77dQiCtdgF65FPfxNMKKOD1fZNmSkBPXYDyA5jpjqQ1ZdjSEF0ee+gUiMkqPE0da8CZGaRG99GK8ZdSzn625HHWtBa3sMJT4MtsFg/i68g0fQOp5wUkeqD2vFbWhnnkM786zjuRXIw1x2M57ufQRGj+M3x/Hm11B41ftZ7eknMN6MFR1k1A7TZFUzduAHiEf+N2Kyh/SeT2KufRtq9zPO9knNg51fh7nydtTu55x22kC+U7Cvewve3ufxp4exs8qx81di1L/dWWc8Peh0sOWtxFz7DtSufYjEODJUglW0FrP+XtS2x52GBX8uVulWzFVvdibYhYL0RrDKd2LW3ox+7LtIRQPdd3YQc6cT2SAc88vqa7DyV+E59FWEmQQrxXjeZoxAIfqRb0IqipKawKy5AakH0Y9910n3xQYxa98AloF2/IcoiVFEtB+z+jpITqCf+ikiPopITWHW3uik4k79AjE96ESeRWvxxfuoPv4vbO79JlevLmLr1q3k5eUxPj7OoUOHeOaZZzhx4gR9fX0kk8krumUYlq4ov1hkUnKBQIDy8nK++c1v8swzzwBw/fXX8+ijj7Jr1y6+8IUvLNpz/upXv+IDH/gA9fX1bNiwgW9+85t0d3dz6NChSzreaypCWWi2REpJR0cHra2tLFu2jJqamnN+qBfDuPF89PX1EY1GycvLY/PmzUtyR3S+Lq/BwUEaGxspKyujrq5uzjkorY+htD2BiI9h51Rhr34LSt9hlO5nwUwhs6sZK7qR0MAhRO9hAGTBKuz170bpfhYx3OS02OYux9rwLpT2XyNGWiBQiAwWMLHszYw98W+UJ3rR85chgrlYG9+L+sJ/IKYHiHny0QtWY61/F9qTf+u0FweLsYvXMxC6lsruHzgDhoE8rIrdmCtuw/vgx5GqD/zZmFVXY1XuwffQxx3/LmlhVl+HUlxP3rFvISIFiHQUY81bCUdqCR/4DOnEJOaZBnqnPOQEvZSeesCxZrEM0qvuQsRH0Ft/5SzmkjZG/cdQRk+hdz+NtOKI5CTG1o+i9r3giF1yHFvVMVffhdr5JGrX085K33A55orbUNufQDvznJMCy652IpHOp1Aza4lzarEq9zgbI4dPIlJRZHYVVtUe1L4XnXZiI+5M51dd45hkTnRiCxWyy5gs2knW5GknEvHlIH0RzBW3oA42Oqm4cDl4gpir70Lp2ud0k2VVgh7A2PA+tOZfoEQHnOjUn4Ox+cPO7Exs2JmJyanB2PRB9Be/gtrvfAb05l8Q2v0nc9b1Tk1NMTY2NqeTSUrJ8PDwRddfXgmu1Aglw0JDjclkklAoxCc/+Un+9E//lHQ6TTqdXrJzmJycBJhZanaxvCYE5VyzJRdrn7KUgmJZFidPnmRwcJBIJEJBQcGSblRcKEKxbZuWlhZ6enpYu3YtxcXF837ARDn2ffAEkVYKWbELu3QL2q/+J3izQU4ga64lTRGR5p+BN+jYn6y4FRQFpeVBQICZdrq/4qMopx8FKwWpSYZXvJOuZ3/O2kQzPmFBahJr5+876ZXOfYjkJKoMOHfwJ3+O0rMfJTGGnV2FWXcHpUeewjt6AiU1hpW3AmvZjehHv406cgqRnMAqWI1VdS368R+gDJ90NisWrsGqvgbt1M8dk0Qkdv5q1BVvoLzjCXRjCDSFVFYuHn8Q8+QDpAZbQPViZlUTDddT0OVYxNj+vLNpp+vwHPgPlPgIUT2XUPF6x6/rmc850VW41PHwWnYznif/D5hJZCAfs3IXVu2NeB/5JFIo4Mt2XIJrbsD34Mectl5vBLPmeqzSrfge+jhC9TimlrU3YuWuxPfI/wBpg6JjLL8VGSxy9sGYCQDSK96EmfKR2/bfTmeXEBj19zjGmcd/gJKcQJoJjNW/h0iMO2m8xDhYFsaqO1GivejNP3dScf48rNV3IcY70U4/5Lg6Bwuwyncgon1ONBYfgUA+0p+PiPahtfwS6YlgrrqT7OxssrOzAaeTqa+vj/b29jmF5gutv7wSvBYFJbOtMXOT7PF4lsy00rZt/uiP/og9e/awdu2luVZf8YJyrtmS0dFRjh07RnZ2Nnv27Lmgu6GlEpTZXVy7d++mubl5SSOhhRyNk8kkDQ0NGIbBrl27Xpr/lBL1wJedCCMdRxbVY6+4BfXYfYihE4CNLFyLvexG8vZ9Hd9EG3j9jm1KzXWox77reHrpAWThKuyqq88W4s8gfdlM6MU0RLPZ4z2K35qEsBN12LXXo/76r5xIJFzKsCyjrGI32iP/07F0DxVh1d6IVbad/F//I7aqO0Xs5bdgFa5F3/8vMztTzJVvQmZVoD33eadGkJrEXPVmpB5Aa/+1s+fESmHU34sw4mhtj4Hmd9YQb/0gNbqCx2gBvw9TeOmpeguxY48S7P45wowibYXYynsJdO1F7dqLSE+jEMRc+w601odRu/chEhNITxhz5ZvQTj/orCaeHnSijurrnJ8bbEDER7Bzl2NV7EJtewxluAlSUWTucuzyHag9z6GMtSHMhBPFVOxEHTiMMtENlomMlGFX7EIZPIYy1YPUAshgPlb1NQQO/BIt1u9YzHgjjgNA1z6UqTPYkUqkJ4BRfy9ayy8d25lwGdKfhbHxA05KbHoYGSzAzqrE2PQB9EP/5WzD9IaReXUYG96HZ/+/oEwPIhQPZoFjxe959nNoXftA0Z2mitV3zXy8NE0jKysLXdfZuXMnqVSKsbExxsfHX1J/ycnJIRQKveLpsZfz8roSeLVtVz72sY9x/PjxmTTbpXBFC8q5VvO2trbS2dnJqlWrKC8vv+AP5lIIykJdXEtdq5nvaDw6OkpDQwP5+fls3bp14TxxtB/R8SQyVIxIjGOvvhM8IUTnPggVOzMMa98OZoLI2DFMbzaa14O1+QOIiQ7Emf3O4Jvqwdr2UZS+gyg9B5C2yXQ8SceKm7kqfxJ/4wnnjl0twN7wHpSG+1D6jkBqChnIpy+4g6rDX3cusPERrILVmDXXox/8EiLRjyYT2CUbsCqvwvPil1EmOhFGEqt4A1b5DrRj96GMnUYisYvWY5VuQz/5M8RYGwgVu2gtdskm9OPfd3afKDp2wSrsog14jnzdmQnRA6j5dZTvuAN9/xdRtRSmnseUv5yD/Qqr+35GydQgeHIZ89ZQUL4T7xOfQhgJ7FChM01fuQfvr/4HAoH052LWXu+k4n7xe05K0JeNWXsTVvFGfL/8/0APgG1hLrsZK2cZvof/EFQNKb0YdbcjA4V4n/1Hp+4iBMaqtyA1P96Gb0M6BoqGseYesEyK+h5DM6KIuImx9u2IxPhvFpHZFubqO1Gifc7rEh9FBsCsuQsx0Yl2+kFnfXOwAKvyKsRUr5N6i49iB/OwyrYhYkPOTE1yAunPxS7bhkhPow41QXoavBGwTUhOzFjx24Vr5jgNe73eOVYlsVhsxguro6NjZlYjU+C/3Fb6C+G1GqEEAoElF98/+IM/4Je//CV79+6lvLz8ko9zRQrKuVbzJhIJGhoaME3zkuxTFlNQZqe45ndxLfVGxcyXwrIsOjs7aW9vf3lxNRKoB76EGO8A20aWb8cu24b64ledC7GiI8u3IYvXoe7/N7zTPdhaALtyEzJ3Oeoz/+i0BHtC2CUbkbnVqA3fxprsI25rJIrWs+aq2/E88deQGEcGC5E11yFzl6Hu/6JjER8qxqq7g+mRQtTu+5CKjgwVYda9GTurAk/3syT0ELoawFp9N9KXhXrmOScSSUcx1r0DIUE786xjEmkmSW94HyIxhtq1F/w5ICXpzb+DMt6O2vk0CBV0P+mtv3+2w2qf04qrZZPe+lG0jiedYr+VQoRyCV3/h9ww3o3a1YFixphWgvRkbyf+wP+jZvA5lPQoMncZZs0Njk3K4PHfRCLlu9Gaf4kychKRmsbOW4FVvs1pABjvRBhx7Jwa57H+QyhTZ87WrKqwy7ahDDYgpnpBdV4Xq2InyuBRRLQH/LlIXxZW1dXO8RKDpAMleMO5GKvvQmt50FlDHCkHbxhjw/vRG7+LmB5CBguxI+VOdHL4q87aZG8EK6/ubPfcF5x6iurBLljr2Njs+yzKdB8IBat4A8aqO/Hu+wxiuh9hGZiF6zCX3Yz3mc+i9h1C+rJJXffXSK1kwQu2EIJQKPSy9RefzzcjLktVf3ktCspSz6BIKfn4xz/O/fffz1NPPUVNTc1lHe+KExTbtjFN8yUprsHBQY4fP05RURGrV6++pG6NxWobnp/imu/T80rsfAdoaGggHo+zfft2srKyzv3zIy2I/iMQKUeaSawtH0JMDyD6jzqPSRNzx8dQRppRho6T9mRhqx7E7v+B0v0sytAJUL3OXe2uj6Oc/Dnp7kPY6RRqXhU5N/9P1GPfdQwRrTSEirDq70Y98O9Omiw5hSytxa59AysbP40wzyCSk1glm7HKdzj1imgv/uQUqeItKCUb0Q9/HTHR5UyJl23Dzl+FfvS/UcbbQWhYpVuw81biOfJ1Z22w6nVSbLnL8Rz6itOtpPmwc1dg5y3H0/ILlPgItjcLO78Ou2A1WtNPEPFxbH8+VulW7OKNeBt/gGonIVKCWnE9UaWOjaPfRSJJiADdLGN0SGXDqftQ0VB9WZgrbsUurHd2uHjCzrDtyjdiZ9fge+7zTiSCD2PVnUh/nnNxtkykqmOsuRupevEe/W+EEUcqmpOysww8jd9HpKaRZgpj4wcQyQn0Ez/CNqJIBczl70aJDqCd+jkiPgL+PIzVb0VMdqG2PoJIjDhpsopdiKmes91oY8hAHnbpZkRsEKX/iBOJ+HKwSzYhkhMoI6fAiCN92Vhl28FKoww2grSdZomqq5x63MAxkBKRGHcK/+Fcgolep1tQP/fEvaIoL6m/ZKzi29vbicViRCKRRa+/vBa6vM5VQ1kqPvaxj3Hffffx85//nHA4zMDAAABZWVmXtMHyihGUc82WzLZPWbDQfBEsRirqQgYVVVWd2VW/FESj0Zn/v3v37pe/m4uPoRz6mhNhqDqy5npkqAh13z+c3ewXQtZeC74slOe/iJjsQQg/sZzVZGs+lNZHIToA/mxk2TZM4SHR8DD+2Ch6pBCl7g1YvjCi5wCk4xDIx15+E/hzEGcOglAgUoq9+i3gC5MTO40MRxC630nhKBpq7wFksAjDVJhadic5ZhK176xtvpkkvfH9iNgQat9B7GCRM4ux7aOoo82oPc8j9QBS85Pa8Qm03gOo3c86k/PeCOkdf+Cs9D2z32keCBVhbP4w2smfofW8gDBiTkF9zV1ox3+IOnDESQnm1JKqvJryhqcITrUhjHGs/JUUb7ub7N5D6OOnsY1pov4y+hNZ5B76Mf6xNoSVcuopJVtQz+x3aiJ22rGsKd18NhLpQwrhbKIs3eqsDZ7uR/qykf4crMqrULufQ0T7sMPF4M3CXPlGtOYHENF+kt4C1GAO9oZ3O91Z0X5ksMixmdn0AfRDX0WJ9oE34gxUbvognv3/7DymerAK1mCsfzeeZz6HMt1/NhJZj7Hmbrx7/w4l2oewLcziDZjLb8W77+9R4iOQnsYs3oRZeTXeZ//fbxaKVV2FVbSRnL3/j9zeQ/gST5G84W/Bd+6bnNnM30WyVPWXKz1CWUjwlrqG8qUvfQmA6667bs7j3/jGN/jABz5w0ce7IgRlvn1KRkwykYCqqjP2KZdDJuV1Kf3yL5fims9SpbyklJw5c4bm5mYA1qxZc97UgOg/6nQ/RSpAgLXz4ygDDSijbU7tRPdjXfU/UVofRYy3O7vVtTwGlr+bvJM/cyIMVUPm1DC1+u2M//LvKZruwufVobAOc93bUJ//VyeaMBPI4o3Yy29C3fsPiGifY2xYdRV2+Q70576A35hARCecx4rW4jn0XyhTPSBtYoGVpCNVaMe+gzLRhVR0rLJt2NnVeF78spMS0nxYpZuxw2V4T96PiA2D6sPOr0NGylEbv+cMGHpC2PkrsXNq0Ru+g0iOI325WMUbsPPq0A9/A4yEE3VVX4tduA794Jed1zmQh7niVozCDRSNfw68PudCv+KNeMo3knX43yFSgEh5UVbfBTm1+J77S2IpGw3BcO4e1CQUH/0GQlpO1LHmHqTiwXv0W2AmnZrIuncibBPPse86rcNqGmPz7yASE+gnfuB0cdkW6fXvQZnqQT91v5PiEwGmy+4kNNaK1vwLpyYSyMeq2I0y1o7W9oiT2grkYxdtcDq2eg86szL+XCcSiY85QpaeRnqzsEu3IsyEE41aBtKXg1WxCywDdaABqXoh6MdaeRtYKZSBo0hfDnhCmPVvAzOGb/AoaWmhjLagjJ7GLt3i/Fv1i7vTnV9/icfjMwOW8+svF7ML/koXFNM08XrnGnS+EimvxeRVF5TMwitd1/F4PDMdTBm7kMW0LMmo/8WGvudLcS30PIud8jJNk6amJkZGRti8eTOHDx8+/4dh8gzq0W87EYY37LT/ShPl+A8h2udMutdcD+kYSsvDM62kiYINzhT5meedJVn+XCaz13D4xYNsS3UR0CR4nQsxiursQ0FCqAi77jZndW//Uad46wlir70XrDSi/yhJLQtf0I+54b2I5BTqwDHscCnCStNXdgcFsX60/qNOnQSJsePjqMMnnGlybwipB0nv/hO0nudQe15AILADuaR3/ZHTYdWzH2zngmhs+Qha049Rew+cLaiXYda/Df3YfagDRxHJMezcFZjLbkRvvM9pT46PYOXVYVXsxt98P3qiD5E2sXNXYpVudS7W4x0IM+mk15ZfR+14G145CZpFKlhGNGsVdsPD5Ay1oQqBFS4hlr2GcP9hxFQfeEJO6qh8J2rnXsRkz286tpbf7KSwpvqQoVKkL8s556PfdGoioSKSdpDJureT1fZzRzh8Odh5K5xI5PkvIOJjoPux81dhbHw/nmf+wUkBCgWrcC1G/dvwPv1pJ2KRNlbReoyVt+N9+tOOj5kRxyzbhll9nZOeS4yCEcesvBqzZCveZ/8fSmwIrPRZg87VTgQUH0RYJnbRHqcu9vSnUQePYVVfS3r7x5xo9SKZbRU/u/4yfxd8RlxycnIWvMnKZECuZEF5re9CgVdxUj4TlaTTaY4ePUo0GkVRFAzDoKGhgZaWFjZt2vSSwbzLYfZ63gulr6+P559/noKCArZv335Bd0OLHaFMT0+zf/9+EokEu3fvJi8v74KeQznzAmKyGyKlyHAJ1tWfnLHcwJ+DzKnG2v0J1BM/RUz1IFUvsqCOiRX3UtD5CyfqEAoT/koOppazPbWPsDUOVtppO15+E+rTf4+IDUJyErtwrdMS+8znnMhhqhe7YA2yYDXqC/+OiPYTMEYw8+uQOdVojd9zvLemB7Hy6kj7Cgh1PQbRPsfEMa8OO5CH1v4kIjYEtsTOXYH05aKe2e90MOk+7LyVyFAJau+LkJxEenOwitZh59Sg9hwAM+7cwVftwc5fhXLmWQCkPw9zxW3YRetQT/8KNC/Sn4O56g7s3OX42x7EVANO1Lb6TmS4FL3xe+AJODtM6u9BesN4Gr6NEIDmRWx+HzXLllOfeAGfrqCoKj1FN3Gq8QiJZ7+MlZjESkwRr7sbkRhDb/ohIj2FEh/DXPEmlMlu9JP3I5LjkJ7CXHYTyvBJJ90VHwHLYCxvM57JNrS2XzkXe0XFKtuBMtGF2rP/rJNxGKtip7OyuP8oIjmF9GVhl29HJCdQB487TQG+HKzKPQgjhjpwFFCcusvym8GIow4cxfZGkMFCzPp7Eekp1IEj2P58ZwPmhvc6rsZ9hzH8+ZieLNJbfwdl8gxa1z5EKorW9pjTcbcIZOovNTU1bNmyhauvvpoVK1YghKCjo4N9+/bx4osv0tbWxvj4+Mx3JPO/V7KgnKtt+LUkKK9KhDJ/tiRj3TwxMUFDQwPBYJA9e/a8JPy7XGZ3R52Pi0lxLfQ8iyUoAwMDNDY2viRSO99ziOFTKI0/hGg/BAuQK9+ImOhCOfkLxPQAMliErNyFiA6ejURGwZ+PXb4DzYgSmDyNNKaJ2176PbVs27SO4GNfc4buQkXYy28EI4kYbAI96HSArX4zpCYdR9xQIdgm9sb3Om2og8chXELKGkNs/BD+8Q7nwhQqdhZR7fwE4RcfxT/SCN4spCdI+qo/Revah9p3ECFUJxLZ/cdn5z8OgDSRwSLSWz+C3vh91L5DTuQQqcBc9w70o//tTI8nJ7HzijGX3+I8NtKMSIyejUR2zRT7RXraKdgXb0Jr/iXqRCfedAyZtwa7eBNqx5OIiW6EbWJnV2MXbXCipKlepLSQWZVYpVtQzzyHiPaDHkINFVC+521Utj6K3h0l7c0lpfjZPxyipu2H1IydQfgLUYK5GOvfhX7ka04KK1SMHSpxJtYP/Mdviun5dfSW3sb6rgcQyUnQg07UsfF9eJ/6NCI+6uxnKVrvRCJPfAqRGHHSnUXrMerejO/Xf+E8ZqUwC9dg1lyP76yhpDDimEXXOOuOn/o0Ij6GsFJOq3T+KnzP/oPj7iwtrIrdWDm1eJ/9HGK6D92WTETW4M2qch6L9oLiwSrZhNR8ePZ9BmW0FXPt2zCX37Io348Lrb9kmlauZGuYheZkYrEYJSUlr9IZXTyviqBk3tRMrURRFAYGBhgeHmb58uVUV1cvyRufWQN8PkG52BTXfBajy8u2bZqbm+nt7WX9+vUUFRXN+fvz+XmJrmcQ8WEI5CHzVmJt/yjqs5938uh6CFm0DmvTB1Cf/DRiegAUDbt0M3b93eTd/0foiSHSZpLp4o1U3/J7+J7+tBN1GAnsqmscC/snP+3cNZtJ7BW3IfNWou39DEwPIqTEWnEzMqsUde/nYKoPNA9TvlrC3mzUQ99GifY6i6jKtiG9EXJGDqImR52lXvl1SE8Yted5RHwM6Qlg569CBvJRew86nWPebKzCtchIOUrfi04Nx5eDVXUVds4y9H3/AEin6L7yjdh5dXif+r9OJOLLwVx1J3ZODd6n/gbpywahOF1XoUL0p/8vtieEZViw9u1IT8CJThQNqagY698NSPTG+xBWGql6SG94LyIVRT/xQ4SZQKo2xvp3I6YH8Jz8KYoVxy8kys4/YE+4AM+TB1DTUdKWxengLuy9P6Ku/cfo8VEIFmItvwllsMGZYo+PIoOFWFVXER5rJ9D33Nl5kkLs8h0oY20o/Yec9zeQh12+HWWqF3XwhNM9dnYbpYiPoAw1OelSvzNAKhLjKEPHkbrficbq7zn7c8exA7kzO2CU6QGUgWPYwUKEbZDe8rsok92oAw3YwSKsdIKemntZOXoatf8oMlAASNK7/hh1oMEZNJUS/dB/YVZdc9G1lQvhXPWXkZERAPbv339J9ZdXgoXs9V9L2xrhVUx5ZdqBU6kUsViM0dFRtm3b9rJeXIv1vC93sb+UFNd8LrebLJlMcuDAAcbGxti9e/dLxARe3s9LDJ1AaX7obMHag121BzHWhug9CIkxZ8Vu5W7EVB9iyJngxpeLrNoNiTHUsdPYlgHBAvK23Y2WjsLwKWfrYrgYe9WbYHoIMXzK2eqYVY698d2IqV7E0CkIlyAjpVhbP4IYOe20nEZKIVBAS9lb0QeOoAwcQ3qzkb5s0lf9GVrnk0SmWpBCQwYLSe/+E/RT96P2HQJs7HAp6W0fRT/2XWc7o5XCDhVgrHsX+uGvow4dR6SmHHv6FbeiH/oK6thpZ/FWoACrfBf6oa8gJrqciCJY6AxAnvgRyni7I27hEifqOP0rxHgnSmKMpJ6LVbQRtesZ547bTDnpw5LNKD0vON1Zmg8ZKcUu2zETnUhfjrM8q+YG1O7nnagwVOJsj1x9F96+/XjSEyiREjwlayh50/+iPHkKkRgnIUIMks8RZRPJQ9+D5BR4w06Ese7dFPc/imIlnbboko0Y9W/Dc/BLThFfUbFKNmPU3Ynn2f/npM5sy9lGWXvjzDIuYcSwijdglu04uyp50qkfFdRjFdTjfe7ziMSI44yctxoruxrPgX93os3pfuz8VdjhUjyHvooyPYgSGyIZqcXw5Z+t9/Q72zLzV2GHCtAbv+fUbFJTTjHfiOF56m/wPfRxlL5LMyI8H5n6S0VFBatWrQJg3bp1BINB+vv72b9/P88//zzNzc0MDQ0taWfmhXCuCMVNeV0gIyMjHDt2DEVRKCsrm+lLX0rOdbG/nBTXfC4n5TUyMkJDQ8N5521e7jmU4z92upo8QWeGY8O7UR/5MycdourYlbuwV78Z7eE/RsSHQAjs6qswq64l8eP/D09yHE2aaMuvwyrZhPbrv3J+10pjr74TmV2D9tTfQMzZ32CvvA0ZyEd76u9guh9UL3btDeAJoTT+wEm7eULYVVcBOlrH4xAbAj2EXViP1PyoXc8i0pPYnhCyYDXSG0aZiUTC2IXrkIEClN4DMzMSdsVVyKwK1DPPAsKpiax8E3Z2Ld62Pz+7J15grr7Lsaxve8yJRBQVo/5epD8X7dTPHWsXI46x7t1IVUc/+RPQ/UjFpLvgRuqsFPqJHyGkjVR10ps+jEiMOj5ZZgqpCdKbPowy0YHe/ADCiDtDljv/CHWoEb3llyipKLYQGFt+B7Vnv2OBn5zADmiYK99IeKwB7+Czzp74YCHGmtsoSJzG270XOzlC0pvLiF6D59STRCZOoliTyHAxZsUep6sqI6iBfKyqq1HGTjtuBFba8eyqud4RzpGTjrtxsAhz1R3OY8Mnkd4wKLmY696JOnYaZfgktj8fISC95UO/2VAZLEQgSW/7fdTBRufngsWAzdCaD5M1cNxZ+OXPA0UlddWfoXU9izra4qw80P2krvkLtNbHnIgFicdIkLzzq5f0fblQMgXvzPxLTU3NnPmXjo4Ojh8/TjgcnolesrKyXtG5lVfbemUxeNUEpaOjg+bmZlavXs34+PgrspoXFu7AutwU13wuJeUlpaStrY2Ojg5Wr159XvuDcwmKGGxE6Tvs1ERCRciyrYixVscRODkFwXxk+TbE5BnEyGmwbQjkkSzeyslnH2HVZAeqP4JhgVJ3mxPFjJ52IhGhYK9/p9PlNNIC4RIQAmv776EMn0IMn4RwqdNNdPUnUbqfd1qW/blIXwTrur+k6Bf/hD51AjQvdriY1O5Pop/8CergUSSQDhYjtv4e+pFvOlGHbWCFyzDWvwvPwS85nVjpaezsKoyVt+F54V9Rxjsc88jCtVjlu/C88EVEtNdZRVywBrtkE56j30SZ6ATLwM5fhVWyGa3ppyjjHQDYeSuxitahtT6MMtmDFAI7UsVEaLmzxjfa50z3R8qwSzajN3wLEe1BesLOZHvlVXhe/E+YHkAG8pGhEsyVb8Tz7D9CfAQ7WISdU4VZfy+epz8NiXHHKr9wLebad+D59f8GIwHeCHbJJrQdH6LyV3+C6tFBRLBLtzNSfjPl+/8KYaUxpUosaw3J0usofOqTjogJxbHFr7ke/4O/7xhK2hZW2VbMsu34H/5DRDoGVhqz8iqsvFX4H/mTs+3JJuby27CzKvA9+j9REuNIwFx+szOM+cznUBJjSKFi1t6I9ITwHv4qSmIUqepYNTdgoVB65gGU2AhS82HVXAtCcV6r6UGnlbt4IwD6se+gTA84r583CzHRhfe5z4OVJL3jE9iF9Rf1/TkfC939L1R/ydjDNDU1zdRfMimypfYfezUm5RebV01Q8vPzZ96k6enpV2TxFbxUUJZio+LFprzS6TTHjh0jHo+zY8cOIpHIeX/nXDUU9cB/QmLciRKqrsJeeRvag5842w2kYNdcj125B+2hP4bUJFgGsaIbOdidYFP/jwgqBnZymuGCayiKlKM9/peO4ywK9qo7kN4stGf+CaYHQfNjr7gFFA/Ksftg+mx7cu0NYNsozQ84ra6+CLJ4A0iDgokGRHIU/NlY+WucwcaeFxCpKJbmJ5G7Br837NRJjDjSm4VVeRUyWOC0BIOT1lp5OzJYjNrxJGg+x09r9Vux/bmonU8hvTkzsx5S86O1P4YdyEcxYqQ3vR8hTfTWh2cs8NObP4RITaC3PIhUdVA0ous/SKCzF73/QYTtTLant34UZajRubs2UyBUjE0fQu3Zj9b2qDMoqagY69+F2v5rtPbHUVJT2IqOueoutNO/Qmt/AiU5iR0qctqEW3+F1rUPJT6MHS7Bqr4Wte1xtJ79jpVNpAR95U2s0fvwGmewrGlMfz7D4Xom995H7pkjINNYgQJSpbvQ+15EGTntrAEIFjj7XvoPI8ZakaoHAnmO4/NZq3zpjYDux9j0ftS+gyjj7djBAlA10ls/6nTUjXc4Q6WKSnrnHzodXOMd2MFCUFSSV/0Zof3fwZsYwg7kgeohee1foTf92En3ebOQvgipa/6344ocG0J6AshAHuk9f4Le8F3n/RUK+tFvkbr5c45fGAKUy48SLqRl2Ov1UlxcTHFx8Zz6y/j4OJ2dnZc8/3KhzBeU19r6X3gVayiRSGTmhXol9pRkyDyXZVkcP36ckydPsmHDhkVtT76YlNfExATPPfccqqqya9euCxKTcz2H6D8Kw82QmnLagit2IMbbEWPtYFsQyMOu2gNjbc4fPUBKz6YhWUpdniDLHIFgAWa4jMGSGxDDp5zBxlApREqxtv2eM+k91urUREKFWFd90tmTMtbqNAAEi7Cu+xTK6YcQIy1n6wvlWFd9ErXhe4QTZ0AoRPUCnjLWM/LLv8Hqa8Q2DZKBUsZr34xn/xdRxtucCCOrAnPFG52p7skzjolhqBSzcg+eZz+HMj3g1CzCZVilm/Ec/A9nz3r0DDJSiVW8Ab3hv50Ot+kB7EgFdtE6tKb7EZPdzmBfVgV24Vq0loed7izb6dgyCtZROHH4rKGkH5ld7cyidD7tFMl9Odj5qzFrb0TreMJZkxwowC5aj7n8VrT2x5xIxJ+HVboFs+4OtOYHzqbssrDKtmPW3Yl24scgJdIbxqrcg7nqLehHv4VUdPAEsSqvxlx+K54XvwxCRSoa6YqrKLv6vWxJPI3u8YKiMhxazfNnTFKPfwbTSCEtE6PyauycWrwHv4Qwk4j0NGblNdiBfLyHvwpGHJEYxazc43RiHf6GU2OJD2NWXI2QFp5j30ZJna2xVF6FSE+jN96HkppyIsPKq1Fiw+R1PeiYVqZjToptqgf9xA9REmNOBFR9LWKqxzGyTIw70U7N9Yipvt/Yx9iG03jRcwD/j96B/6fvcboGL5OLnT2bXX9Zv349V199NevXr1+y+ktmTmahOZSlWv+7FFwRTdmaps1MyS81qqoSj8d5/vnnmZ6eZvfu3TO7nReLC0l5SSnp6uri4MGDVFVVsXHjxosyxHuJoBgJx8QxPe2kpmpvwC7dgvr0Z52iu2VgLbsJmbsc7dnPO0ujJgfp9a9m1ZarKG7/MSRGYXqAZPFWLKmgHvoaxIchPoxdvt3xbzryHSc6SU5il22F1BTKiZ8gooPOHXHZFkhOorQ+frZm40GWbAQzhTizH82Mk5Q6w95q1q1bT1G6E2EmSEgvvb6V9A+PY3Xsw7Ztpx6w8o1ITxD1zH7HYiVYgFl/L6g66pn92P4cpD+X9Ib3gLTRup/FDhQgfTlno44oWtc+Jw3ljZDa9lGUaB9a55O/yelv/wTKaDNa55PO8J3mI7Xzj/AOvEj+ZANIC4RCeucn0Dp+jdr9jGPjIhSMbR9FO/lT1O5nUYwYSAtj3TvQj/8A9czzKOkoKI71vt7wbdT+wyjJcaQewFx+M/qxb6MONaLEh5DeLMyaG9CPfgt1+CQiNuB0o9Vc7+yAGW1GJMZI6dkky69Bb/qxUz8xplEiJeRd9UGuyR0hku5H2AYxJYsDsTIGn/wy9shpJCoyUo5Zf7fjOjzRhfQEkdnVjqFkyy8Rk13OXphIBcbWj6A1/xIx1eO8ppFSUjv/EK35Z87ysEABMlTk1ElO/QwtOYbpyUaGS5zHTvzIWeTmzcLOKie9+5Pojd93vMM8IWR2Fekdn8Bz9FtOZKcHsLNrSG/5CNrhr6KMd6CMtaG1POB4hk2ecYY2L4HLHWpUFIWsrKyXzL8oijIz/3Lw4EHa2toYGxu76BvkzM+/1msor5qgzM5FvpIRSjqdpr29/bK6uM7H+VJepmnS0NBAe3s7W7duvaTOtvldXqLvEGK800kTBAuwa65FDB53HtP9EC5CrrgFMdiIHG0nKr0k/UUU3/KHRGIdiIkOCJcisyqIrX0f4clTiIlOpyYSLsa6+s9QOp9GTJ5x5lrCpVjX/jlq80POThRPEJlTi7XnT1CPftsZilQ0ZH4d1vb/D/WF/0COtgI2sWAlJW/6X+Qf/wre5BC6sPCVryVWdSOrztyHMj2EjI0waodpNkqQj37KmeCe7sfOqsIq3ojnuc+jTPejTPVh59RgF9TjOfAlRLQPJdbvPJa/Ev3w1xBTTmQjc2qws2vQGr7jDNqZCeycWuzcWrSmnzmpGaE4j+WtwNfxa7zpSaQedOouhWudIb34KNITwS7egFW8wUl1JSedSKRyD1b5LtTTD4ORxPblYFVfj1V1NVrzA0hpO8Kx7EasqmvQTvzIqc14wpjLbsIq34XW+D2kJwh6EHPFLViF69Ebv4v0ZoHuYyhvO2ZWNXrj95B6EFSP0xYdKMB78kcIzYeqaXg2v536jVsoG30GKcFKxzntXUd7cxM0/gQsA5Gexlh1F0ps0HEtNlMoiTGMujtQxk6jtT6MMBOI5ATGqrei9h9Ga30MYcTPbsa8G617H3rbY6hmHMVOOQ7IbY+hdzyBSEcdX7C6O9BaH0brfAqREdkVb0I7/ZDTGZeaRKpeR3hbH0brPeBEMVIiI+XoDd/G/7MP4r///SiDxy76O7nYU/KZ+suKFSvYsWMHe/bsoaKiglQqRVNTE/v27ePIkSN0dXURjUbPWyPOXC9e6ymvV916BZwXcakjlEwXVzQapaSkhLq6uiV7roUWYGWYnp7myJEjeL1edu/efcnDm3MilOlB1Of+2XF5RWLV3YEMFaP96pOQjgISu/4eUL1Yz/4b9vQIfs2D2HgvUtioh7+JiI8jzTRy3dtRk6OUDjyGSI84aZ3lNyHG21GO/9CxZwnkOkORE92IlocQ8REnAijfjpjud9YJJ8aR/mwn7ZYYw+p8HhmbwFBD6HU3ockk6sARJ6rx52GufCO+mE32dCt6IAwiC7n+PehWHKX3MNPoaIrGUOlthEa78fcdxg4WOGt8t37E8asaOHJ2RsIkvePjKKOnUQeOzMxDJHd/Em3wGOpgoxOdqJ6zXUj7UAcbQNHAEyR91Z+htzyIOtSAxAY9QHrnJ5zW14GjjqNyII/0pg/gOfRV1KETztyJPwdjzb14Xvg3Z3gyPYUdqcCou8MRwPE2p1aUXY257Ba8+z7jpPGMOHZ2Deaym/A+81mUaC/CTGHnLMOseQPe/V9w2p2lhZ2zjOGcLdQ3fs3xOxMgc2oxl92K55CzP0YK1Xls+a2EX/wyeqwXqejYeSuI7P4Avv1fQIv2klY0kr5iujz11B78hmP3ogcdk8m1b8f360+drX9EsEOlGBve7RTs42c/F5FyjPXvxffwJyAxjqFHSIcrYN278D34+45rgS8bK381xrp34v/57zjpPj2MVbQBY809+H/2ATDTSC2AXboFY9Wd+H/ybsfZWPNhlW/HWPFGAj+49+yApora/axzY9D9DHa4ZKbQ/3Is9XKtC62/ZGow829kTdOcmcnLkEgksG37NZXyuiIEJTMpv1TM7uIqKipa8mGm+QuwMmQaAKqqqmbsIi7nOTKCIrqeRUx0w9mCq1xxkzMjMdnt7AnxhjHXvJWR579HzlgHWqQMNRDB3PYRlEZnEZUMFSN9Yaw9f4LvyX9ET40jgwVn6x9/gvrcvzgDht4IsmAV1q4/RH3q75xiv+ZFFq3F2vq7aI/9BUwPOQ0AJRsx172D5I8/imeqH6+qMBauhao3EPn1/0EkJsCIY5VswSzfReXP/wg1PYVIGZhV1xKo3U7uU/8HlTjStpgu3MqozCLw5D9gxfoQQiVRsg3Tm0/4mb9DmR50DCXLdyIDeXif+7zzmObHKt8Ovgj6vm+jxAaxPUHsoi3YBWucTi9FBT2IXbwB6ctycvrJUVKqH0q3IP15aKcfRiQnnQij+lqnKaD915COYftynY2SkVK09sd/4ye26i3Olsn2x52aiD8Hc81dyFCR85geAFXHWHsveMKo7b92IhE1gbHu7UhVQ+14CunPBTNBev07UfrS+Hufw/bnIKwU6Q3vg8QIavezSG822CbpTR90hg7PPOdEMUjSWz5CdqIb30QTeHx4hMLE1t8jNHoMtfcgpmUBSfpq3kZW04MoA0edVmnLIL3j4+gnf47adxhsA2yD9PaPoR//HupAA8JKIVSVkWX3UNrwzbMim0JqfoxNH8Bz8Msooy1nhyzzMDa8B88LX3QcCoxpZLAAY9078D73TyiT3Yh07Kzdy9scP7For+OCECrGLlqP99efQut5DukJkbrxs1jlO172+/JK+ngt5D8WjUYZGxtjYGCAlpYWfD7fnAL/uZyGATdCuRBeqZTX/C6upV7PC3M9wzLpr1OnTtHf38+GDRsWpWaT6fISQ01oh7/uLLESKlb9PU495ei3HQdbM0l67TtpPvgEVa2/wC/SYEax696JGG5CPfHjsy60IJffg+g9SKD9IYQ5BTKArL0O0fsiSvMvnUgkWIhddbXjYpwpTgfysauuQgyfQPQdcpoCAnmYlVfT/NwvWT5yEq8mEIFCRvJ3UjzZgRhuQgoVgkUYa+9FHW1Bj3ZgaUEUXwBz8wdRR5tRRpudSATQrvlj6ic78TCKFSrGtCxOFLwZfe8PWDPYiKHnoGoayav/F3r3sygTnTMdR6nr/o+T0pnoRuoh8OeRuvZTTrG49gYwYijxUYy629GPfddZgIVCSo9gb/sonkNfmXFFlsECZznV/i+gTPUgrKSzTnf1W53BwdgQIj2NlbcSc+VteJ/4S0RiFGHEsfJXY9bciPdJZxmZYqWxCusxK6/Cu/fTKIlRsE2sgrWYFbvxPfU3KPEhkBKraB1W6XaWH/hD1MSIs96heAN2ySa8v/4USmzQ+QwUbcAqWofv0T91TBxVD1bReuzCNfgf+kMnylR92MX1hKq3UPDQHzhzLbqfeM5qxkQ+uQf/BpKDGFqQVO46jGAZWfs+41jAeMNYFbuR2ZXoT//t2ZpImMmcjRjhcrQX/wuRjiK9YcxlNyLDpWhP/rUjEt4I5orbkMFC9JYHEUbSmc5feYczF3T6VwjLcB5b9WakN4zW+iiAkxZcfRdS0Z0mCGkjbBtlrA2Egtb8AHbeSoz173qJEeWraQyZqb9kajCZ+Zfx8fGZ+ZdAIICUkrGxsZn5l+npaRRFeUW2WS4WV0yEstgpr9mDirMv4ku9qwTmRiiJRIKjR48ipWTXrl2XbcE/+zlsy0K0/Rome8ETgWAe9qrbUY/+N0z1OhsR9Qh7Y7WsHnuIiIg5U+yhIqytH0F96m8gNoIM5CHzV2Lt+H3UR/8XGHHSagClZIMTdTz4h86EuB5Alu/A3vR+tPs/7AzNqR7sil3Ya+5Cv//DTvFdKCSLt/LCSJiNrV/Er4OwbKyKXUypy1l56N8gHXf2v1dfi51Vje/RTyLNGELaWLVXY3uz8O37DEpiAimmMFfeDorm7PpIjCNUD6x4I+tWr8Dz6FdRrBiWbTAQ2ELn/r1s6vkmnviwM2FefS0iNoB+3LG2t31ZjnFitB/fw38EQiF19Z9jFm9A6TvkFIETY9ieLIazN1MeG0FtexyRmsL2ZmPW3Y4SG0br3OdY0fjzMdfeixIb+o3bccARHWWqzzGtFKpzZ77pgyiTXagDR53oxBt2tkyOtKAOnsD2ZiGA9PbfR+0/gjJ8AtuX4wwT7vg4Wu8B9PgZLF8OqiJI7fofqF17Uf5/9t4yXrKrzP7/7mNlt6quW3ffdvfu294RIMDgQUJggBA0BBsIEIYfMsAgA8HdCTC4BxmIkaTd3d37upcc2/8Xz6mq2yGBKGT+nzl8eLNySrpu1X72Xs9a6+k5jI7XgoLiZTdjHbsDo/8EOlENGBSueL+MBB48E9F9FsUr/0MMm0MX0VYSnBTq6R9lzp6fYJEThZ6d4kDri2i4/ROkBi9iYRCYCfLtbyKx5auofC8oAx3PcG7Ci5hw4FbxtYCIJRa/nth9HxUsGtDlLnglsbs/IKONtS8hk/P+lfjt7xLaNnDRmbF4c14ifx+/iAryhDVjhCb7wxtRgQtBkTDTij9mGYk/3CiJynaSMDuOYPzlQvc6VSJSeQIlDT+Q/+XMmTOcO3eOAwcO4Hke3/rWt8hms8Tj8cfVo3ffffdxyy23sG3bNi5cuMCvf/1rrr766kf8fE+IT/ixPqEMDw8/qIrrHyEAKGWUdXd3s379ejKZDMuWLXvMiglIQUl1bME88FsxsHk5goXXY5zfjnHw9yh3BD/Xzz5nIbPtM4wZ3C4/ar9AOOsFGAdvwzh6B6o4ILPYpz4T48BvME7ci5HvwTccwslXYez7FerMBkn7jWUIJ16BceC3qAs7RMWVqEFPeQrGkduh8wAUh/CcGna7bUzRx8i4F0AH6KomwplXU9+3A2vgpAz7yozFm/uv4tXoP0lgVeGmWnEX3xBhpwhTjejMGNxlb5Xo+MFzhFVNFSXR4T/IzjzZgJkdQ/WLv8wi8zBxtw/XrGKADGtiVzGy9puEub5IXTSB4oqbolDIExj9J0XOqzXOlq+hvAIYNl7tNE41PR170xdQvqi6woYZ0idZewsERRSh7IonPw1nzX9JoztwCeqn4betxFn/KQhdlDtEUD+DoGkesQ2fAy+PUejDb5xNWDuF2NavySkp34vfvBCdbsHZ/m2UG2Eti9CxLPbO72EFecxiP37rUjBs7N0/lEZ3cQB/zDKU72Lv/SmqKBJef/xqjHwP9oFfCRYU8Sc+GTV0Hvvgb8uLvT/5Koy+41iHf4cqDqBMG2Y+m7mNJuNze3CCPKHhcDbTzrG1v4bDt8u8GyuBN+P5VPUfpKprmzj27Sq82S/GOrMO89ymaO5KBm/ey7BO3o11cbtQXbFqvIWvxjp2u4xU9nPoRI0Efh76HWb3AVRQQCfqcJfciL33Jxg9R6ToxGtxl75FTJK9R+UzCH0IXJx7/5PkD59N/Pc3CiX5BJ7WGIvFyGazJJNJVq5cSXt7O/PmzWPXrl3k83mam5u59tpr+eY3v0lnZ+dj+tojIyPMnz+fL3/5y4/J8z2hVF6PRSX+e1lc/4iCUvp37N+/n5kzZzJ79uzH/Mtsao/0+fvEmR2vQTdMJ5z+LNSR22Gkh4KZoccZR9NTbqS5fwcU+tEJCQ0M57wIdeA34BUk0nz8ZYRzrsHY9WPAQDtV9GTnEc58AeaOW8U4aKcIJ19FOPFJmNu+JQnDVpxw6tMliXfrN4Ra0XAyMYdxc1fRevaPUlx1SDD9WRCrorXjDlToo7w83pRnooIi9v5fgF/A8ofobb0SY/gC9sHfVDwSU56J0S0R7oY7jCoMiGro3Easo3/CcIdQfgF/xnOxT9xJ8vRfsPxhYrZBfMELmWufItu5CaMwQMELORGfy+CGH2CURuICunq8yHrPb5HYmliGwqSn09q9TmLdi/2E8Rr8mc8XuW7XPnHsJ+vx51yLvf+XMk/ezxOmmvEWvBJ7788xuw9BGBKmx+C13yALYu9RKeLpMXhL3iQDtvqOy+eZGYO37M1SJAZOS68n3YK74iZZOAfP4lpVBKlm3FXvwNn1A8nbitegU40UL3sP9q7vYYx0EiaqCVONFC/7f9g7vwe5XhmmlW6VhIKdt0JxoCzhLS59M/aOW6E4jLarCGsm4i5+LfYOoVS1nUA1zaThmf/O3JH7MAgIlUWv3cK6kTaajv8CHYYiAGiaiz/92djbvoWYEx3JDpt0Fc627wjdadgErQvxx63E2f5ttOVE2BJRtu38PtqMg2Hhj11KUDcFe9/P0VYcDBO/bSVhVTP2wV+jrQQoo+ynsff/ElUcwjy/DfP8VqzB0zScu12K0RPwKokGlFJUVVVx88038+EPf5iJEydy2223MWfOHP77v/+bw4cPP6av+4xnPIOPfOQjPP/5z39Mnu8JcUKxLKts7Hmk10M1Kj5e0xRLV7FYZOvWrWitmTt3Lq2trY/L69SevYuqzm2ycyYkWPJ6jJ0/QJ1aS1gYIAwD0pe/kcbjv0Kd3YgqDoFlE856AebGL2Jc3C10RSxDOPXpmOs+LT6HkQ7CeC0d2UWYa/4L1X8SNXRRIuunPg1z4+dRvceln5JuIZzydHHn9xwhyPWRs2povOx6Gk/dJhMgfU/G3854DsaO75PIS+Nc107Em3m17KQHz4GdolA1nr5x/4K196dRwGI1Yc1k3IXXy+46102YqCOsm4K74Hqs/b+SgpCoJWychbvgOqz9v4JoCmHQvIBg4XXUnvojthGiYlWo8SsJ51xD5siv8FwXVzn0pmdyrnop1o5b5b1ZcYK21RTGrWJ855+FDrLiBBMux29egL3rB+Ck0KaDP/FJBDUTsPf+VDDDwp/8FDlNHPiVLHRo/ClPRyuFdfiP0pzXPv60Z6OKg5jH7wBloPxCNBP+DNbxu1GA8nJ4s1+C2XUQ6/Ra0CF2kCM381rMc5sjis3H8IbxFr0a+8SdmGe3QOjJ8y16DfaBX2Oe344KihB6eIteg7P3Z5gXdqH8AgDuwldJcerajwoKYBh4C68ntu2bGD1HUV4ezBje/OuIbfoi5uAZTL+AEU+TuuKtLM/dTdzrwfRzFImxJ7Ec94/vQQ13SOGNZ/EWvIrYPR+UfpI7TBiX00n87veh8n2o4hBhohZ3wfXE//IBVLEf5Q4RJuvwFryqErHvDhOmmvAWvorYvR+uYFXNePOvI37fR+WEle8V9ZiTZsLm/2DsgW8Q//2NYl59gl0PljRcVVXFypUref/738+9997L6tWr/0nv8KFd/9SCUjqlPJLBV6Ovv0Vx3f96PCXKfX19rF+/Htu2icVij18zbaSLzIU1WO4gOlFNOH61xNHv/x3esJjLnLnPwZ6wFOPwHyHwReY54znolvkYB38HGOhENcHM56GbZmEc/F2F05/xPEbsWoxDf5Rk2FiaYN5LwEljHP6TKI7sJMF8kXdy+E8UiBMaDrHVbyJpFDGO3422UyjTlmLXdxzj1FrZmeoQf+mNWBe2R3EqGnRAx5SXkLm4Duv8VlTooQIPb8kbsPf/Ipp1UkSFPt6i1+Fs/7ZMXfTykgE2/zqR63ZJXDtWDG/ey4it/yxGzxERKMTS6PnXMvHYraS8TuI6h0rW0d/2dJL3fgjdfwZGuilaWfrGPZXsuo8Rd/sw8t3SiJ/+POL3fEjc+fk+dFUz/oznycz14QuiAMuMw5t+NbF1n5D7vGF09Xj86c8htu6TGCMXUUFRZL1Tn4mz/lMYw52gA8K6qZIIvPGzEk2PQtfPwJ/8FJzNX5DpjKbNYHICxTErcDZ/RQq7FSdonEcwdplQdoVetJ0kaFlM0LIIZ8d3xOdhpwjGLieon46961ZpnDtVBG2XyQltz4+FmrKr8Cc9BZ1qkqLt59COeGJ0PIN1+Pfyb3BS+NOfDXacxOm7MUJfvkNzr6GlqZ5MxybCwMdTcc7UrqLrzEHMk2vkO+xU4c99Kar/lMy2UQbaTuHPexlm937MC9tBWTLIbP4rsc5uwuzYLd4mO4W36DVYx+/C7NyPNhzBFt8gQZzdh2VjYKdwl96Is/8XxIdOogIPle9HDZ7FWfcpkj96DvaWr8E/KEfwb10PJGv+3zatEZ4gJ5TSUe+RLPQPN27+0UbLP9CltebkyZNs3bqViRMnMn/+/MdVCm1u/hrxgWMo7UO8mmDhqxj54wcIOw9j4+Fk6tFzrsG664MSL1Lsl4b91Gdg/fndqKELEnORbEBPejLW7f9PlEnDHeKkHruCWWd/hCrFmlSPJxy7VKYzDl0QlVDNRMIxSwju+igMnccJ81hNM1BjFmOu+6zsAv0Cun4aYeMcjI1fkoBFpXBrp6PrZ2Bv/5aokAyHoHkBhapx1J+UyYTariJoWykz4ff9DFXoI4xn8Cc9ibC6DevgbajiMDpejT/lX0RJdOSPMic+Vi0KoWQ91tE/SZRKLIM/6wWSRXb8TjBM8VfMezGtY8fSNHIAI16FdqrobH0qZ47uwzizAdeIE1gpcjOvxRg6j3l+m0wwdNK4i16N0X1I5oHEMuhYGrf99VgXtsrMkVhWZK1L34R58h6MniMRlqK4QgaFGX0n0LEqsBIUVr8bZ//PJV7fToEVo3D5+3B2fl8+TysOZpx9Y/+Vqn3/LX9Dwxa3/xXvxd78Zcj3g2Gj7STuqptxNnwWCgOAIe9v+dtw1n9aGuLKQMeyuMveiLP2EzL/HSWN88U3ELvvo+K50VoGmS14FbF7PwKBL1hVE+68VxD7ywcBjSLESzYRzL2Whu2fwzQMTBWiatoIZz6Ppj1fIwg12i8y7DRwvmquvBeUJFnXTsZruwxn85dFpRUUCeun4zcvxN7+bcCQ+xpmEtRNxd79Q1BKRhk0zyfMjMXa/wsAVOASti5Gx2uwDt2GBsywQNA8FzV4HnvHd1F9x6XY9h1H9Z8ShdkjdOI/2uv/D8GQ8ARReT3UwVejrwdTcf2967Huofi+z549exgYGKC9vZ2amhrg8aPW1IVdGEfvBG8Ez6rCnPZsDh/cx8SzG4iZGhVvlJND6KPObECjIFlPsOh6KA6izm2TxcpOErS/DoYvos5vl5NI6OMvfyPW4CmyuRPoVB3oAH/Fv2Fc2IXq2ItONUi8yOqb6dn2W2q6DqIT9ZiWgf/k92McuwOj9zg6ngXDxr/qPzH2/xrVf0amCxKjp/0mmnf/EGPoItp0pAm7+t003vM57GIP2jDRyVrxPmz+suzMAR2vw1v8epxIvooO5OSw4JViwisMSEO8ejzerBcSv/3dUByKZL3T8KY9i/ifbwYvL1MIG2bhT7yKxB2iLjJCj6BpPvVLX8jYP78TpV106DOYmsGeLouF227BKQ6hgGDMUsK66cRvfyfKHUah8MetJEy3Et/wOYnAMUz88ZdBPBvt/kcEm/BkAOH5vRH5nKY8DaM4JKN+vREwHbwpz5aYmKN/lOezEvhTnkp68Byxjrui00QyCn/cgXXyPokwcarwZ74A88w6GQns5UTCO+darON3YF3YHhXeNN78V2AdvA2zc59sAOIZ8Y3s+eGo5nc13uLX4ez4TjmxWSdqcJe8kdjmL2EMnYMwwLXS9M99DXUbPo0xfFH+Pok6vJU3MW7vrVhuHxASJOvomv1aqrd8FjXSjUbjxWrpnf0a6u/9sIg9QHpCK99JfM1HZK7LaOyeD47CmiiueBvxO9+DKvQLVtVMcdlbiN/+rkh0AG6yEX/Jm0j8z1ulgQ+SdFzoJ/6nm1D5XsLayeSv+YkU73/g9WAF5bEU8vwjricE5QUPj4oqzVh/JFlcj2VBGRoaYv369fi+z8qVK8vFBB6/gmKu/aRwy2hyybFsyo1j3MFvkTQ8jMBF104mnHA51t2i+1fFQTkltC7Cuu/jsvjle9CNswkbpmOt+6yEAY50olvmQVULsa1fx/FH5MfevACcJOa2bwkvneshaF7M0SOHyBz+OXGdxwqG0eNWQH4Ac/ePoNAvMuOJlwulse/n0uhW0Fe3GLvvqKjTCv3Sh5h8FUbnHrIX18kwLzuFP/05mOe3SVRHYQCcDP6cazBPr5V0YndIFrp5L8c6fqcM3fJy6GQd3sLXYh/5Uzn+XicbcJe8EfvAbzC796N0SJhswF36Zpw9P8LoOghKoZONuMvfJj6UvmNo06FoVeM87QMs09tIuR2EZoyCnWVj4snk7voEqv80oZ2S5veqd0k45dB5iWVPNlBY9W7sLV+TOBknLQvi6ptlIFauG+2kCauapEm+5avliZphZpwYB7d9A1UYktk2NRNwF76KiRf/KJ4OO0lYNxV3zotlx+2J1DdsnIU/9ZnYO7+P8l20GZPAyvGXY+/+kQSFmjGC1naC1nbsfT8TIYkZIxi7gqB+Jtb+X6NBhBZtq2T3f+g2NIZEvUy4Ah3LYB39M1pZYNh01y4Sv9DJe6PEZgd/6jNQhV6sM+sl6dhwCGY8j9Z4gZrhw2DHwHToHXcVw0fWoS7sJFAWobIYmvI8zLMbMLsOoM0YWDHc+ddhHb8Do/dIhMVxF70G+8Bv5bQXYcX2N4gAYuC0bFpMh55Z1+PsiBIBDKec2eZs/ooUytCT5IKB08Tueh/JHz4ba+9PH/Pf8ANd/385oTwhKC946G75EsVVX1//iLK4HquCcu7cOTZu3EhLSwvt7e04jnPJf38sxgDf/zJ2fA/j7FYoDuHaWU5kljPZPUA2d1J2kukmwkWvkmmNndEimW4lWPpGzAO3oXqOVtJ/V74dc+8vpXEey6AzY/BXvRNzz88wB85QtNLodAv+le+V2fSD59HJOoJUIxvS/0LD2f8hGQ6LhyXdiv/kD2Du/AHkeiFeDTXj8S+7GWPH92SH6FSh66ZxbvwLyR78iSjMrDhhwyzc+a+UzC2tCU1RA7mzrsHe9g3puVgxgtZFeJOfhr3tm2DFwLQJxi7Fb12CveO7aDsRqYFWSDbX7h9KHpYy8MdfRpiow9pfaZIHE58MhoV19E9oKyF5U1OeDu6QGOmUjQpcztetwBg8g31mA0pZWNrDWHQd85oMqgcPojXo4giHs5fTs/XXqPM7JMjQz4tC6uifMDv2AiEqKEiR2P9zjO5D0n8KIxf69u9g9B2XIEod4C57C86Wr4qLP/QBQ7CNXyDh9qBCX+L5228ktvYWjGEJ58SK4y55I86aj2LkeiB0JU5m6Rtl/HFxEIKinE7a30DsrveiisMizY1ncRe9Tnb6fkH6JMk63EWvlft8V057yXq8edeJOTOIsKomzjU+hdrtnwdfBAFhZgzejOdFc04EC6rb8Cc/TWitCAtrJpKZ/1wmd92OqUPM0COXGsfBkTRqy3fQ0X1e7XSC2qnY+34GQSCnzMY5hJlWrEO/gVAwv2kBxLNCgYYBKnAZyMyU2Jbjd0aGSJkJgzuCeWqN/M28HEHrYqwT90jEfs9RYutuEQNqxx6sA7+S0RCPw/XPKiilFJGdO3cCMqdq586dnD59+hE93xOmoPy9hf6xipt/tAWl9D4OHjzIggULHjRC5THv1Qyex9z6LWm2asWF1Gz8msk0n/sj2oqjgHDyVeh4Deaen4BpyzCpac8ENMb+3wCg/BzhzKtllOuR/5EfXHGQcPY1GN2HUMfvgtDDDnJ4c6/FOL0e4+R9KL+ALg5zqGoVU9x91A8fktDAwCVY9CrMHT/AOLdFmuRay7z6Ld/AuLgb3JzskhdeR9vJn+AMHI98CVV4c/9VGth9JzG9IXyrCm/uS4nf80GMoQsy1TBRizfnpSTufj/GSBcq3ycnjNkvIX7PBwQr9BOmm/HmXCuO81yXBDamx+DPuob4mo8J5o4QZsfjzXoBsXWfROW6RepbMxlv+nOIrf8UqtALoYdfPYnOmkU4m74kfSg0YcNsgraVpHd9C8sdRJkWtC6kZvaTaDn1G4ziIL5W9FVN5Vwxhb3jVmmIG7YUu2RDRH8Noc0YwYQrwU5iH/y1fCZWQgpb4GIf/mOUwpvAn/5sVL4X+8TdWKGYTP2ZL0ANnsY6s05kvU5K5rB07MY6vw2CAtqpwl3wSsxTazA790jhcNK4i1+Ldfj3mD2HIXQFa78Be99PMPpPiDnTyVBc+iacbd/EGDgjJsRYFnf5v+Fs/pKM9I3CLosr38Gk0z/FyncBJeyd0WfcBWgZ97zqZuJrPiaRPRFWXH0z8fs+gsr3gdLoRA3GUz9Ie89vcIJhMXraGbaknwZ3vFdOrGh0vFbor/s+LipGBTpRj7vybcTW/JdQjAp0soGTbS+icc/Xo0FkQpO5i19PbOPnxMelQKeacRdcj7Ppi4L5ObQZx+g6SOJX1xG/4z0kfvtqOeE9xteDFZTHO2l469atLFy4kIULFwJw0003sXDhQj7wgQ88ouf7X0F5PRqK6/5XiYp6JJ6XXC7Hpk2bGBoaYuXKlX9zTPBjekJxh7HufB8MnCEc6SZn12PMfQFTT/0INXBWFp1sG8HMq0XqO3gW7RfRtZMJZjwHc80nJV0Xja6bTjDtGZjrPyONXtMR+mvq0zA3fimarJdiIDkBf8KVmFu/icp141tJuuKTqFnwTJrPSqYVsWykMJuDsfsn0Wz6DOGUq9A1EzH2/yri6jOE05+FTjVS27lRfpCxDP7056LtBNaJewCDwErRPfap4Ocll8qMiXpn7r+ihs9jnN9KaCfRThXe/Fdgdu2X2fROFTpWhbvwNVhnN2B2HogmAaZxl96IefwOobAcaZwXl/8b9oFfS7hiLCON89U3R5Er59F2FdpJMrj07Uzo+DNqpANtp9BOksKV/yGTGXM9kuIcq6J4xfuoP/B9LH8YZScxUnUMLbuJ+gO3oguD+FgUrQznpr4ce8PnwM1J4zzdjNv+BpyNn4+GdVli9lzwSpxNX0SHHiiLsHoC3pxrsTd/WXweGAQ1k/FmPA9n69dFpKRMwvoZ+BOehL3tW0JNKZOwaS7BmCU4u34go3+VSdCykKBuGvb+Xwo1hUkwZglhugX70B+EDjJMgrZVYMWxTtyFtmToWDDhSghcrNNrIwrLFMoy10314EHC6LH+tGdj9B/HvLCzct+M52Ne2CmCBVM8J97sa7FPrRHBQuRDcee/EvvwH8Tpbzpigl12A+3mYZLFbkJlESqTfTVPZeQvn4UhCb/EcCgufyvOlq9H8TK2xO6sfAfjT/0Ms9BbwS57jxS7Ql+ExShc/v+IrfmYULFGhF3278Tv+Q8RQOhAToyDZ0j8/KWkvt6OveO7j8lP/MGyvB7vE8qVV15ZDrId/f9bb731ET3fE+aE8mCU16OluO5/maZZ/tAeztXZ2cn69euprq5m2bJlf/d9PJY9FOPQH+HMJgokCK0kzhX/Rjp3mqqhozIP3U7ir3obxpkNqK4D6FgGZSfwL383xpE/SZPcTqHNOP6T3i89jYGzYli0EkJrbfu2zH43bbCTHGi5BnvTl2CogzDUuCpO/Knvo+nAd2QniRbZ8fI3Yd7zEZQbRWsk6gjbXydz6L28BAlWNRLOfQnWne8TOXDoSlLt9OcRv/c/UYGL8nO4Va3017cTW/cpwdwhwropBK3tEk3vF2X6YcNMgvqZODtvlVDC4iBB0zx0Zoz4QUpYSzvaSYlJ0i+ivCGCtlWowMU68ie5zx0R1/jIRawTfxEsKEi0ev9J6gYk5FAFriyIZzZgnt0s0R86xJvzEqyjt0sPJygC4C94Oc2d95EZPomJj2nZ9E15Ic7uH8oAtKBIoCz6pr8Ea+s3MPpPCb1kJ3DbX4+z4XMYQxfK0lxv6RuJ3fcxOYkFBXwzQX7xG4j95T9EBluiq5a8WcQJZQqrGnfJm4jf+V6JuvELEofSfgPxuz8gxlG/gE7V4S56HbF7PixYUCBMNuDNewWxNZ8Ar4DyCoSpJtxZLyK24TPgF4SuSrfiTXuunFi0ixEUCTNt+JOejLPtm0KJ+S5h9US8cSuwd/8g8sgUCWqnEDTOxtr3cxGR+EWChpkSpnnotjJdFTTNRcdrcY7/GXSIoX30mHYmTJ5CXd8OlA5RoUdXchodp49jnloLOkAFHn7bZahcF9UD+xHa0cOfeBVG7xExrGrBvCn/gtmxR8QJaJGnz7ga++zGyAypwS/iT3s2sU1fFrFDoV82A24Oa/8vcdZ/WsY2PILL9/0HHK71v2kWCjyBCsr9qajHa6Liw/W8hGHIoUOH2LVrF7Nnz2bWrFkP6X08ZpTXhd2Eaz4D+X5i4Qjm2MUYmVYyB34kO+LCAGHrIjBjmDu+L0onL084bjnKHRH6q9AvipuJV6CGLmDu+5VEixsm4dSno7oPYx7+o1AzVpxwxnOpGTmCeeIeifOwkljtr6CqYzPGmY1QHBTH9YJXYhz4LcaFXeKuTtYSLH09xs7vy8x5dwQS9QTL3yInnd7jmGERP1ZLsOItxDZ/MWqG+uhUE50zX8mYoz+M6JWQsKpZBl2tvwVj6CwoVcHWfQI1fEGi2tMtuEvfIqm0UeKwTrfiLn2DUB8jXZI5lh6Du+i18sPP9wgNlx0nfpUNn5PdqhUnrJmEN+Nq0ru+gR2MSFpx/YxokfxGRE3FJYSxeQH2ru9LLLuVwB/TTlg9EWffzySw00oQTLicmjFTaOlZj4WPthL0Ny6j48JFzCP/g/aL0uyf9DRUrhfr9BopxFYCf8bVGL3HMM9vlc/JSnC67jKsizsxO/dIz8VK4M19Gdbx2zF6DgEhWEm8Ra/G2v8LobDQYCUpLr4BZ8d3o/BLwE5RXPZmYlu+jDF8Qfpudgp3xdtwNn4alesEpcBJU1z1DuLrPikqLGUItvJdxNd8NNpkGIROmuLqm4nd+xE5xSolg81Wv5vEPR+SfppSQomtfrfQX+4woIT+WvlOYms/LtQUCh2vobjiJmLrPgleXrBELcVlbya15UsYQQEw0Ml61Ko3M/bUz1BhEY2iaGU5Xv8U7M1fwdCePLaqGW/Oi3G2fVsk0Rjo9Bj86c/B2SXFDgzCbBv+hCtlgxLKY8PqiSJiOPBrwfwiOtmAdfj3xO98D87mr0pEv9bSd+k5+pA9Lg90Qvm/pvyjuEYHRD6WFNf9r4dTUEqu966uLlasWEFLS8tDfp3H4oQS5IcYvv1johpK1KLSzfhXvg9z+3cxRzpxrSp0VSP+k/4Dc/t35Vger0Znx+Jf/u8Y274tMkonDbWT8Je9SVzt7ghYCYmhX3gd5tZvyY/LjKNbFhDMfgETu+/E9z204WCOX46a8lSMHd8TRY8VQ7etIGyei7H7p2g7DqZDOOFydKoxMknK4Kdg6lXiAj92hwzhMmyGx14pirAzEj+OYUnzdug0Vf37xRxnWPhzrpWAxM59gikTd+GrsU7cLbPQzQRKGRIZcvC3MujLiqOUorjqXdi7fySBgaYjAZCX/z+cbV8XTt+wwLQpXv5enM1flGZrJAAoXvbvxDZ8GtwhkV3bCVFwrfkkeCOAgliG4gopbLIwAZGU1ln7CXQo3+Uw1Yi78NXE1n2ycirOtJJYfSMzO36DYVoopSjEGtnpT8JY9xlCLVSwXz1BJjhu+4a8XyCsnUpvairxvf8ttAwQNMwSX8aBX0cUFvgtCwiT9dhH/1S+zx+7DGWaMsHSsEEpvLbLZONxdnMZ8yc9BTV4DvPi7sp9U5+B2bkfo2t/GXNnvgDr3CaM3mNlLDfjRVjHbscYOBVhJt7C67EP/kZ8SBHt5ra/AWfXD6INgCXz65e9ldi2b4j6LcKKK98hfY58r/x9TIvCZe8hvu4W+W4r+TsWLn8ftds+h+mNgLJQpsPAinfTtv8rGN4IGpNQWZyadSP2nf8P/Fz093YoPOmDxO967yVY8cr/IH73+2RTgCGeoCvfT+wvH4CoiGHFKaz+dxE7eDk5eeW6MDr3kfreVSR/+Cxid7/vof3WH6CH8r9tWiM8wXooQRA85hTXA73mQ+lv9Pb2sn79emKxGMuXL3/YO4VH20PJ5/Oc/d1/keraiaVCzCBPuPCVmMduxzgnTnIz9CU1ePcPMS7sEB5eSwyLufnrGJ0HZHiRaREseT3W+s+h+k5EDdwk4aJXY93zUYk+8XLoeIZgwSvxf/dOYv4QTlhAVTUQLroe6473yOnHHUQnGwjmvwzrzveL5LgwIDEsc14kz1ccRBX7ZVb79Odgrr1FQgmLg+STrQy1rMDa9AWRMLvDhHXTCMYsof7YLzH9vKhtGmYRNMzA2fNDmQ7oFQia5kOqMfJv5FBhUeacGJaMtPXzotaacCWq0I91/E5prqLxpz4Do+8k1qk1Ev6oDJEmX9yFdXaTzO4wLLzZ18jArYs7MfwioeHgzX8F9uHfYfYckvvsBO6iV0tUSf8poY2clBSTLV/DGDov9zlVuEvfLBTeSJfcF8vgLn8b8fv+UyJD/IJ4IZ78Xpb2/QY7KGCELq6ZYlvVU9F/ejeqOCwekUQN+WX/xuxzPxJJeInCWvZm4vd9NKKwZNfsLb6B2NpPlj03OtUkaQIbPi90VeASVrXgz34xzuavQhBh6THi4N/xnYj+cwmz4/HHX4a958eyaIYeYe0Ugua52Pt/WcYGE+MIsm3Yh/8gFFboETTOkfkyx24XGir0CVoWgmFgnbqvgo1ZCsUhSU7QISr08cdfhjF0DvPCDkppCv6kp2J1HcCIqCl0gDf1mVjnt1SoKR3gzXwhNT3biefOA6AI6ZnwHNKn78QcEgwd0jPlRRh7firhpxHmLr4BZ/d/R8IBAE1x2b8R2/7tss8FtJyctnwlSldW8tilbxaV3EinCCv2CxsQ+9PbSfz4aswTf3nA3/v/yYYf48swDLq6uh5ziuuBrr+l9NJac+LECbZt28bkyZOZN2/eX2XsPNTXeKQnlO7ubg7+6VuMP/9bYoH4MsKxywgbZsqc90I/oVNFd/U8SDdh7vpxlF+VIZj2DDAdzAO/kd10LE0482ox7h27XdzQsQzh3GtRg2cxTkX0SiyLN/8VdOz8E/HuPZF6J0PQ/lqMY3eiLu5GGybEMgTL3oC575eo7oOyI45l8Ve+FXP791G9x9BWDOI1+Ktuwtz8tWgGSQIStZyb+krq939P3OBWUiiNVe/A2fg5rHw3gRkXSmPVu4it+3Tkmk+ik7UUV70TZ8OnI69GUhbJJW/C2SheGm0lCLPjcBdch7P5S7IQW3HCmilCaWwtnc5iYmqccKU0Vb0CWA5hywLCpnni1QjEv9Gbnk6YHSs0R+BJplfbKrBTskgGItX1J10FfhHr9H0QhoJNfSbG0FnM81uE+rDi+DOeh3FhB0bHHvljW3EpYsfvEsWVocRU1/5qFpiHSeYvopUiUDaHap6Mt/6rpNzuaCedwG2/QTwtwxfLWHH5W3DW3yInVmWAnaS44u3E135czIDKEKpr1TuJ3/uhcuI0dkpoqHs/HKmmTHCqKK66WXpd7lBEdUXYmo9HJzYDHctwsOkFZDZ/rryr17EsxeX/RmzDZyMXviG0VvuNxDZ9AYKiYIla3IWvIrbta9FpT0lRnP0SnO3fKVNOOt2MN/054pAvYZmxBBOfhL3v5xW6qnoCQesi7IO/jSTXiuF4K86YudR1bkARAopCdjL9noN94m6hDlEU62YSmA7mqftE1o0iaG1HhS7mmQ0VbOxyVKFPqEix3RKMWyW/qY7dgoUefms7sbWfxN7/a8wLO4j/6aboOS697l9QSuN//zdNa4QnSEEZGRnh3LlzuK77mFNcD3Q9WEHxPK88B3rp0qW0tbU94qmKj4Ty0lpz7Ngxdm3dyLz+P+OERVEDperFN7LmE3IKMUzCVBPHm56Jed8n5MegDMiOI5j/csEkWlDmvE9/NubaTwk9gBaqa/xlGJu/Jot/GOLVz+RADzSe/gOGHccgxGtagE41YOz7FRiOjKVtW4VWJsbRPwu14BcJJj8FlevHOHkfGKacJmY8G9V7FOPcFqG8vDzBnBeT7t9LvP8woFB+geL8V2Ie+XPEN4Ohfdylb8Te+xOZOKk1KgwkMmTbNzCGLiC7UE1xxduxN34BY6RbFnFl4K54O7G1n4ykpSE6Uv7E1nxciglaThjL3kzs3o+WwzW1k6a45EaJGwl96eHEMpxsfBqx+z4WceGhBBXOeSnOuluizzgkrGrCm/osnI2flUWYkDAzRnb1274ldJUOZaFrXoC99ycSmUJIUD+NsHq8zGCJ7gua5xHGa4idvBsMC4VGj1tOS3Mz1b07CTDQOqArPYu+Cycxzm8XiogQf9JVGL3HMbsOlGkyb9qzMS/ukEFUJWz2C7FP3iufcYS581+Bfeg2Uf8ZsrgVF79O/hYjXfL9UQaFZW+RXlKuRzDDoLDi7Uzr+G1UnCwwTIqXv4f4uk+K+i/CCle8j/iaj0bRL2Z5LkvsLx8U2kiZQmFd+UHid79f6CVlgulQuOI/hJoK5IQp2PuI/+UDUpyUIXTVFe8jfs+HxIOjhJra1/wiMhtvKRci7CT68ncz+dSPMJC1ILQSHKx/lowXiChL7VRRXPRa8c1ERUfHMiIv3vbNChavxp3/Mpwd340wmQfjzXoR9u7/Bu0LbjrR9+bS64GyvP4RKq/H+vqnU17nz59n/fr1VFVVkc1mH/fxvPDAi/3g4CDr168nDENWrlxJNpt9VK/xcP0uvu+zY8cOzp49y5PcO0j0HgB3GOwE4YLrMLd+U8xwxSGIZSjMu44p534lqpLikCiultyAde9HpW/gDaOT9QRLb8S+5z9RI93gjUig4dI3YP/lw+LBcEfwU03sjK9g+tmf4vhD4OfJOw3k5rwca80n5ZgfFNE1Ewnm/yvW+s9BYVC8CnVTCGc8B2vzV2SgkdboxlnoCZdjbfuO/BtQ6JYF6KbZNJz5E4afR2PQnZrCkfN9mPt/LdJnw6K/biGEPvax2yPndwxvytNRI51CkfhiiPRnPh+z+yDW+S2C2Qm8uf8qTvrOvRGWxFv4KgkM7D0aKalSuO1vwN71A2lMB0W0XYW77C3ENn+pTFVoO83Q4jcx/fwvpeEcuGgng7vqZmJr/0sWzsBFx6oprv53Sbh1h8tRJcVV7ya+5uMSoxK46EQNxdXvkseWhkgl6nCXv43Yhs9EmLj6i4tvILbxc7KrDz10qglv/svJ7LlVdsoEhOkxhLNfQMPxX6FCFxV65OPNdGbmlakpQp+wZpIkJJcayaFPWD+DsGYS1uE/yiIX+oRNc4WaOvGXCAsIWhYBIdbpdUAIOiAYuxwj14t5fhtlGmr8FZi9x8VgW8ImP036Xz2Hy5g3/XnYJ+8T6S1aVHKzXoR15I/iaQHB5l+HfeDnkX+FiIZ6Lc7uH5TjVtBakg62fUvMmhFWXHETzqYvRt87wQor38nMi7+K6E9AKQqXvUf6X34xwgzcK97PvIs/jxr4AAZ7Wl+Kuv29lT6ZMqS/8pcPRMUpwp70YSl2UYFBmRH2nkuw/LO/IiKHUVfJxvDP8KE81tc/taB0dHSUKa4xY8Y8rrHyo6/7L/Znz55l06ZNjB07lsWLF/+V6/2RXA/nhDI8PFwuZqsbR4gf+x85FttJwilPRSdrMI7dIa5xO0Ew/VkYYZG6oX1R1ESCcOYLoe8ExvltMi8iSgNWZzdLBpedFGzhKzGO/BnVfVjSZ80EB6qfwqziDuK5C+Iud6o4NvZqEnu+jxo4F2Ep/NXvjLwqnfJ8ThX+5e/DWvdZ8WVYSYhV4V/xXjkRFQbASsgc9VXvwFz7aUx/hEDZ5K0swdI3MLP7DxhBnkDZjNh1HMuuxtj4ZbRXEI9M9USCac8UairwwLAJ62fij1uBtedHspM0bAkHbJghC6cOBWttJ6xqlIBIrWXWRttqQEtxAsnRmvgk1EiXTFZECTb1X7B7j5AZOSG7XMPGn3l1NB3xkOyaDQdv9jWRp+VEedfszns5zq5bxfujDDBjuItfJwbJ4Y5K83/pG4mtu6Wy07fiFJf/mxSnQn90X1zoqns/LNJsZeIrh8KKt9O44/OYgezqtZ2iZ94NNOz6oqQDowisBJ1zXkt87X9VmsuxtJzY1n2q0lyOZSi2v+FSGipejbvoNcS2fE12+hjimp/7rzi7bq1QTqlG/GnPwdn7k2inL+kM/oQro/6KUE4620bYPB/r8B/KC2xYO0UK27E7I8wgbJhJGK+WaZjRfUHLAtBgntk4inJahir0SypxCWtbjTFwWlKJ0YDCn/hkjK4DpAvnKtjkp2Oe2yzJBCVs2nOwTt2HGqw4xP2Zz2eWOkbCrQRGnqpZzcjGWys9F8Cb9zLsvT+OlG4AGm/B9di7vifUYYS5S99I2Lr4r37/pbVodEEJw/D/eigP92psbGTVqlU0Njb+QwZfla7SawVBwJ49ezh8+DCLFi1i8uTJj5jiuv/1UAvKxYsX2bBhAy0tLSyeNkZ2Pr4rLud0M8HM52He83Fpcno5+WFOuIL41q+iwkCc3/VTCZvnYu24VeIsvBHChtnodDPmvl9Ejx0hHNMOdhLz8B9lQXCH6aqaycTWWlIdW6L78oSTn0qq0IFzYbs0Tf0CwaznY5zdhHFxV9RI9QgWvBzj0G9R3QfLkSHB4tdh7vy+NP91AGj8ZW/E3PxVaf7rEK0UetVbadj3XaxCH0qHmHaMgXmvYeb5n2O6Qygd4GFxtPV5mHd9UCiS0JdG95IbiN3zYfGChD46nqW46NXE7v1PWcBCX8IL576M2NpPSDEJfQmSnPYsnE1fBpTszNMtlV6KMgSrHk/YvIDkoV+Jyiv0CeumEmTHy4KIKXPfG2dJnPvJe2TxDwP81nb595zbUsHGrUQNd2B27BFMB3gTnozZfVh28CVs+nNkoRs4FVFnGnf2NSIuGDpfxk40PJXYwd/KDr50X/sNtJz9A7YnvQ+lDC5Mu47ktm9IfwkDlKJ/0VskCsUdjoqiIYa+tZ8QWa4yhK664v3E7/1wZLg0hJq64gPE//IfcnKKCmXh8vcSu/eD4rZH+j/Fy/6d+L0fuoReKq56J7E1HxPqBwVOiuKyt0i0SQmLVeG23yCFLcJ0PIs37zqcbV+v0EuJGrxZ18iAsBK9lKzDm/5sOZ1FPQqdasCffBXOwV9FfRPQVc0E41ZgH/pd5b7MGIKmedHGI8KybQR1U2V2ffTYsHoijVMWUDdQKlgwHGvhfO+I9FciLKybjjZM+Q6UsIZZuKvf/YBrwAMVlFwuh9b6/3ooD+vFDaM8M+TxnFNy/8s0TXK5HBs3bmRkZISVK1dSV1f3mL/G3yqQYRhy8OBB9u7dy/z585na1ox9242ycIQuJBvwV92EteYT0nANfdkNrn4H1n3/hZHrEW69qpFg5b9h3fdfckpQCp1uIVj+Buy1n4JCn2CZMQSLrsdaL3HmIQaFRDPZ1a+lavf3hK4ybHTdVMLJT2b8xT+jvOGyk143zcHc8zNZ2E2HcMxSSNRiHvqDLERmjHDiFTLs6dhdFWz6s1ADZ8S/4hcIjRj9bU8n3rNPlDolQ9+8l5O9sIZU/pwY1+wkufnX03L+dqyRC5K9ZMY5P+lajI1fwch1yYnFqZKk2Q2fk1196Es/ZOU7xKtSGBAslqGw6mbi6z5RHhUrsR/vJr72E0JNRYWouPKd4lXx8xiIWbO4/K3ENn1BBlJFc9Ddxa+THXzgis+nqhl/zktwdn63gmXG4E17Js6+yM+gA/EztK3CPvjrqF8TiNKtbhr2kf+pYPWzIFkvBUuHoEP8xvmAxjq3sYwFY5ej8r2RGiq6b8IVNKleMvlTIJNV6GlYTu7Q3aieo5Qop+KUZ2EduxNj4DSl3pQ358Ui8x3uKGPu/FfKFMmS8kkjp64d30UVhHJSQKH9xor4AUApisveIjRUNMwLpSgufzvxDZ8ZRSUpCivfIQWmhBkm7iqhCUs9DQyT4qqbo+IU/b4MWyjG+0ZhZqwsJig3wc24FLb7PkppoZcT4E3yGmUsEfmfPnUJ5i5/K4ktX6r8iK0EevXbGH/mV2UoMByONT8bZ9s3Lrkv/8IfPuhaMHpaY+nK5XIA/0d5PdLr8Zwfcv/L8zyOHTtGXV0dS5cufVwGYf2tE0qxWGTLli10d3ezYsUKGhvqMTd8HuPiLqGSTEeSdc9sQHUdAjspSbCLrsc89EdU/0m0nSA0LNwlN2Lu/smoeRkOwap3Ym39NuS6wYyBGcO/8r1Y678A+T4CLEI7gfnUDxLf9AXhoA0HEln81e/CXPspzKAgnpNkPcGKt2Cui5Q6ykJnWgkXXoex6Svy41em9FdmPg9z6zclWkWZMpZ4wuUYO39AGARoDArVUylkp4i5EkCZhK3t6FQ9VefWobVwzcG4FcRti3TPTpRhgbLIj1mFOXwep3MXoVZoDAZaL4dz28UfoSzxr0x/LtaJuzD6jkuz2rDx5lwrs0YGzkY7cxtvwfU427+FGumQxrQVo7j4dTLgKt+DViahYQs1taakkDLLKbXxe/9TCnHU+C2uvInYvR+qNJztBIWV7yR+30ek4UxJcfW2iIaKKKdoZoossBHlFEvjtr8OZ8tXKga8RA352S9hctftFSxVjzfj+Th7flRWOel0C8HEJ0d9EwmW1Nk2qmY8mda+zaiImsolx3Bi0MA8fleFXmqYKXlwkdscDJH5hr7suHUo2NilqHw35sVdEKmmOtNzMPtPiFy9RCVNukok2KUihsKf+mzMM+tQ/afLmDfzhdhH/yynWPli4M25FuvAb0bRSwpv3itw9v5EfCkR5i58Nc7OWyu9FJT0XLZ/M/rc5XKXvCH6PIuV3+KytxDb+PlKPwTEX7ThM5UiBpWiUypYKHKXfRJ3U5we93244XRAMbDik1QdaaOr+DEKwXxAcXT+v9MxovG8ymuMvh5MMmxZFrFY7AEf80S9njAF5R9BeZVOBUNDQzQ1NTFjxozHTZr8YAWlv7//En9LKpXCOPh7zF0/En+Al0M3S4y8ceB38uX3C4RjloBhYhy7I0p4delKz0ENd2CcWltpuE57JuriTtS5bbKDRxPMvVYmLV7cKycIw0AtehXW3p+heo9FfQiToP11mFu+JvlghGjLEbpq7WdQw51yn5MQ5/s9Hynv/nFSBMvfgnX3h8sGLx1L47e/HnXHB9C+K/x6opquic+jef83pOiEnqimZlyNs+FzoEOZU17VhDf5qTjbvw2hyC/DzBjsyVfQdP4OFGAQ4qbH0q3qsA/9Dq01KvRwqycTpOolH0wjHofGOaAMmQyIkqbxmKWoXJfQUBGt5Y+/ErP3aLT4KZQOOF+9VDwOA2cBQ6ipWS8UGmqkM8JC3AWvxI5GEsvPSlNsf4PEwxQHBVOK4sq3E9v8lWgHr4RyWvUOkdZGTvDKzvyTUdNYiQlz9btJbbgFo0QRWQ7Fle8ituajZbktdkIWxDUfr1BOTori0jcRW3/LKFVSFnPlW5jR+fsyHeRaVexPLMXe8lVKRUIn6/BnXI2z6/sVrKoJf/LTxEUeYWFVC93pWdiHflvBsm0RlfTnClYzUdKgT/ylgtVNRafqMc+sp0IRzUQbMZFcl7CmueAXMS7uLGNByyJUvgejK/KloAjGLMUYOCMilujqTs8m6PEJusOyed0f/ySCC0XcvpRsZABv4lPxzxQp9jWhtSzy3pRn4Z1yKQxMRWvpr3ozns/wmUUU+idSDKcx6L8Eb+aL8C+0E+Ym4ulxDPkvZnjq1QyNuZwTJ06wdu1atm7dyvHjx+nv7y+vDw9UUEqxK4/X+vR4Xf/UAVujj3ijnfKPx1UoFNi1axee59HY2Pi4D665v7FRa82ZM2c4dOgQU6dOZfz48SilUOd3SPBjvldOE4lq/MWvw779ZigOgBlDVzUSzv9XrD/fLNy3GUNXt9GRXEDLzltlETcddMNMwuZ5WPd+TBYnK044pp0wUY+54/sYoSeBixOvgNDDOHlv2VsRTnsGqk8kqIQ+geGQn/hMkqfXo7oOlEUCwfyXYRwQVzo6BCeJ3/5aceqPdEi/wkniL70R755Pkyz2ywfgpAhWvZ2WjV/H8iIFjlMlO/0Nn47iN8A3k3gr30F87X8JDQXlNNv4PR9E+aVIjmrC1e9g8l3vBS2LqWdn2J99EnM2fQ20LMSSSfWySIIaeRyqWvCnPkNODqXmcrYNf0w78VGcvl8zmVy8CevY7yLMIGyag3aqsE+vrezqxyxBubnIbxLt4NtWY/SflIKlRdLsT3oq5rmtGL1HgAib9lysE3+RvgkalCHKp0O/Rw1fqGDzXo6z+0cYhWhnrhTuwtdE430Hy1ix/QacLV+r7MyVkmKy6YuXKpqWvhln4+dGKZVMwlVvZ/amL6NKfQkMDjY+m2lrb6nszE1bolrW/FeFSrJiDC94LdPXf6KCRblk8Xs+TJk2clJ4C19N7J4PljEdS+PNe3mERb+VeDXe7BeLA72EJWTjEbv3wxUs2YA/5elCf5WwVAPBpCfJ+4teJUg2crzmPbQdArx5pM2fk6zew8Ckj+PeeRzlzyNl3EZV7VYGx3+M4l3HMLy5JM0/ka5dy2Drf1C85wTKm03SnEKm7k4G69+Dt6YLAgNt1hCOXcBAzbPx1naBL5geXw3PeQVTlRSFQqFAX18fvb297NmzhzAMqampIRaLoZSSTVG0Jv5vVHjBE+yEorV+XJRePT09rF+/nkQiwYoVK4jFYo+7omy0sbHU/D969CiLFy9mwoQJ8sXJ92He/cFK7Idh4a9+J9bGL0TafaFX/NXvwFx7S5k20bE0/vK3Mu3Cb9B+yQhWR7D4NVjrPy+nBmWg083kp1+N2vBFWeiVATXjCaY+A3P7rYiU0UDXTyVsXYSx9+dyjzIYTk/Cr2oWv4lhAYqwZSEYlpyIDPEVhONWifz4wnbxVhgW3oSn0HtwDYmhE9GgJYtwxnMxTt5LbPicUFOmjTv7GpyDv5WBR6aNNizOtf4LsR3fkfytKB7FXfRa6V/ke+U1TAd36ZuIr/1E1PuxhOq77F3M7/gFli6U6ao9dc/CvPs/JIq8RFetFJMffj6ippIy3W/9p8t+Bh1LMzLnFUy5cFvZz6AT1Xhz/xVnx7dlIVaG9LWmPgN7748rn3tmDH7bKuxDt1HyCIXVEwgbZmAdu6OC1U0nTDVGiiYpMGHjXDAsOU1FWNDaDoV+MczpUBRc4y/D6DtRmauiDPyJV2Ge31qR5SpDpjmeuKucNl0pWLdJbw4AA2/+K3D2/Qyj0FPG3EWvZkrv3ZheSamkOD3muRgbvlSeeAgKt/0NpHZ8AzMslrHi0jcR2/D5UfSSorj0LTKSuEwlKdxlb8XZ8JlKIUKRW/5x8usHGfJfRKgTgEFuxSfJrQ8Y8K4n0BlQBiMrPsPI+jh97psIdB0ok5EVn2dwXS097rvww2YwbLoXfIqGUxkCv5qQLAV7FUMrvk5xTT+hnyFUGdzYCoaWf4PCmh60X0VopHHjSxla8W2Ka3vRXkqwxGIGV3yX4vpucEMwFCrjYC2egruxG7xQDqMZh/iz5WRcuuLxOC0tLcyePZvVq1ezaNEistks/f395PN5NmzYwMGDB/nFL37BuXPn/iEF5ctf/jITJkwgHo+zbNkyNm/e/Kie758+ArhUmUtudN/3HxPZLsip4Pjx4xw/fpwZM2YwduzYRzRu+JFcJcorl8uxc+dODMNg5cqVl/RrrDvfh3Fhp+ycrXiZmlJdB+XkYCeiWSP/jeo7JYuYnSRsvwFr0xcxvX6hK5wqoaHWfkqKk5Z4+P7Z15P4y0cwgzwKDfFs5Ev5SMTfa0jU4i96FfbdHyxTZCTrudj8ZKbuiaS6iDomnP5MrHs+WjF9ZdsI21ZgrfmkUFgE+NUTOZWLMal7k7xm4KGb5qDj1aI4I0RpjW5qR4U+5gXxM6jAI9e0lLjbE1EVkvjqT34aZtc+CZEECH28mS/EOr1WTkQAYYC34OXYh35X5taV1niLX8uc02sw/VzpC8Hhhmcwdt0XJUI+uorL3iJ5XuWmsYm74u1UlUMFkcbvspLcNsLMuOz0199S3ulrO0lx8evERV76nGIZvPmvFGpqtOlt9jVRg7ikSmrEm/asSxrEOt1KMP4KnFEN4lysEbt5Ac7GL5SxsGYyYe1EnK3foET9hPUz0IkaKWzyD5OCBZG0VrCgdTGq0IfRfbCCjV2GOXAKa/BUGXPHraa2eAYnd0HeG4r+huXYx3aSGu6VrjwKb+qz4Ohu9MhIZLlQeDOeDwd3EubAjIgJd85LCPfuIsglsIx+weZdz9CRWQQjDRjBCBDgLGlkaP8kglw1KpiOUgViS5oY3jOWoFCFCidi+EPEVjYxvLOZoJhAha2YQS+xFc24e5ux3KLoC2JpeNLVjGzrRefzgjlVcOUzGNnSAyXMTmJc+RRGNnajC9H3wkpgXHk5ufWd6ELpxKaIrW6meO9FwRRgGSSfMQ4jbfNgl1KKdDpNOp3Gtm0uXrzI+PHjOX/+PB/+8Ic5deoU8XicD37wgzz1qU9l2bJl2PaDP98juX76059y00038bWvfY1ly5bxuc99jqc//ekcOnToEZvLnzAnlBJX+Fgt9K7rsn37ds6ePcvSpUsZN25c+Tj5jyoovu+zYcMGqqur/6r5b67/PMaB22QHZzmEbSukR3LiHlmcrBjhpKeghi9gnN8mlIsVJ5j+LNSFbajuw1GfI04w5xqMg78X1zMS+9Ez8bkY279H3OuX37mVEGpq01ciNRgSe7/szeIjiZQ62Cm8VW9n4okfY4yipoJVN2Gt/VQUtQE4aVGXrf9s5HGA0E6zL/NkJl38A0YYcfqJWoKFr8Tc/t0y5eTFaglmPX9UkquBzrQy0rKUho615d1/WDOJsH461vE7y7v/sGGm8P+n1paxoHUx+AUx20W7f79tNcbASXGMR/RSMOVfGG92kBg5C8hO/1z9ZXj7fo/RfwbZwZsye2T/LzBLxjpl4i58lYQZlrwGypTG77avV7wGysRdciOxzV8aVZwsyfja9PlKITIibMNnKztzw8ZdfIM0iEskv+FIOvKmL1IuMGaMk41Pk/ytUQokb85LJEG3dJ9ThTfzBdi7flD+zul4tZym9v2sgiXr8SdcjnXwtxUs3UIwZqlEy5Sw7Dhomk26Y1MZCzLj6a59D8PnXkqX+xG8sJVCegIdibfRd+Yaut2P4IUTCRtmMpB+F33nX0y3+0HccBph41wGY29loONF9HgfoBjMJWxeSL/xOoKTQxDGCa0s3pTnMuBfR3BmBMIY2sriT38uA7lrCc6PQGgLNus5DA5eTXBxBEILbWfx5jyXgZ5noHpclAZsA2tuDf7JIcLOPAQaLIU9vxb/+BBhV0Fqu6WwF9XiHR0k7C0KZirsxfX4hwcJe90KtrQe/2AfYX+EKUVsRSPWxIcu9w3DEMuyqKurY+7cuezevZsPfehDjB07lqNHj/KCF7yAuro6jhw58pCf86Fcn/nMZ3jd617Hq171KmbNmsXXvvY1kskk3/nOdx7xcz5hCspjeXIYGBhgw4YNKKUe0PX+eBcUrTXnzp0jDENmzJjxV5H36vQGzPWfr9yfbiWcfBXmju+Xj8i6egJhy3yM/b8uR2PoumnodCvGsTvLNJTXMAcA4+wmJFpF0V89l0LXKbL5U0IRKUUw+SqMzn3ShDckQiOY8VyME3cLHWJIhEYw/yVY+36J4/ahldBV/uJXY277lpx+ohRYf9mb5N9QFMpJGxYHm57D3K7fYvh5Smm+/up3yakmope0GePC1Jdh3fvRSlyGk8Jd/Abq93wDg4g2ilULDbPlqxV6KVkvDfxd3yv3NEo7eHvfzyt9juoJhE1zIl+BX6aXdKqB2Lkoy0kZBE3zSGcyVPXtQwqMwUB2Jvm+Cxid+ykVnWDC5RjdhzD6jiHFycSf8nSZiVGmkkz8GVfLlMWRzjLmzX2pTGjM95Yxd8GrsLd/K6KNhIZyF78eZ/OXooItWHHpm4UOCkrFyWB40ZuYfu7nkdlQsMKqd0YNd7+MuSvfEXlwwjKWW/kp3PsORuojhCJa/mncNWfJByvKg7qGl32Owvo+csGTpVltWAy3f57cxpBh/1loLQbO3JIvkjxkE6gmfN3MCKs5Ofb9BNtyeLoeXzeQM1fTPe2TFDf1Eag6fF1HIfYkBmd9luKWPgJdS0ANxdSTGJj2GbxtfaUDFmZDBj1+Pt7OPlmsDTCa0+jWmXi7+0BEaJgtaWiajLe/fxRWhaobi39oAALQBpitSYwqC//wAPgaTIU5NoVKWPhHB6XAmApzXAplGfjHhqL7wBxXhTIU/onoPgPMtipUAP6J4Qo2oYrYqqaHtV48UFM+lUoxceJEfvjDH3Lx4kXuvfdeJk2a9LCe929druuybds2rrrqqjJmGAZXXXUVGzZseMTP+4ShvODRN+ZHN74nT57MxIkTH3Q87+NVUDzPY8+ePQwOyo6/tbX10hsGz2L/5nWVnX68Gn/ZG7Hv+dgoGqqOYPGro4W4AChI1RPMezHWvR8v7/SLTg1e2xWkt3+l3FzOxZsYSE1m/Nlfy25dh+i6qZAdg7HtOxWsaS6YFsaZTbLoaI0euxyV60VdFOOW0j7hpKfIaODeyFUchtIPOb0ukngKdr7xSUzz90dNY/EuBIuvx9z1fREXRFfPtGtpPP7L8qkGjCjg8CtiVIRop/962ZmX/Qe2DIHa/EXKI1itOO6C64mt/3R54ZSxwi+NDHMRFq+OZpt/qoKlGgkmX0Vmw2cp00bpVtzmRTQc/H75/Y7EmgkTY8js/+8IUYT109HxaplZXsIa54iCrmtfGQtaFqOGzkfzSCJs7HKh8EpRIyiZjHlm/ah0W3Fz20f/WGm4o/CnP5f4wV9jBoUyveTOuhZ724/RXrGc6FGc/0rMTT9CB2EZKyx6E4O7JqLdF2GoEWrUFwiXP4uh7a1o/7kY5DCsHOHKqxneVEvoPxOTEQxrgGD1CxneWIUOnoKhRzBVL8GqFzO8LgaeC6FFmKjj0IRrGHc8g0ZOnUG8hqNTr6FmTYDlaQxtQKKa4pU34v3loizCoYKqavwrX0v+jvNSOEJQVRb2knoKd54TpZ8GlbCILawnPxpL2jgL6sjfcU6eT4NK2TjzasnfeV4wIIhBcm4NhdvPQSkJJW1hz66hUHqsASpj48yqlvfiR1jWibBz4AlmVMewZ1bL+yvdVx0j+eyHn//3QDlew8PDZZe8YRjlEb2P1dXd3U0QBDQ1XVr8mpqaOHjw4IM86u9fT5gTCjy6hd73/Usa35MmTXrQP+xjOp531DU0NMSGDRsIw5AlS5YA96Pwcr3YP30pjHTJztyK4S9+FdaGL8oQLGUINbX0DUIvFQcEsxP4y9+CteZTFYezk+JE69VUbf9auVnvmwm6p7yY8ed/W4nViGcJFlwXUU7icSBZTzD7BWJULMVqpFsIJ6zGOHibyH5ReOlx6LppGEfviE4JJrp5DjpWhXF6HWgfjcFg9SyasnGsjt0R5WQRTnoyqusgqvNg1DSWxnyqY4tEiutQqJ/Z14xqEGu0MnEXXB+Z6KLiZFgyP2PbN+REFGHFZW+ODHP5yn1L3iRUUtkcJ1hsdDPYsCm2l+ilkukthr/wehoOVQxooRHjTN1lZPaPwsw4uQlPE0d2dGknjT/xSqxDo2ijeA1B6yKsE3dVsFQTYe3USB4bPV9mLDrViHlxRxkLaiYzUPU2us+9gX7vtWhtEdTPot98I73d76LfeytaO/hNixgIXkN3zzvo895FqOP4Y1YyOPJyuvvfQY/3XkKdwm+7ksG+FxNeyKGNakKzhsL01zDY+WzCzgJaZQmtagpzbmDw7JMJewpAFaGdpTDvRgZPrCTsK6JJEdrV5Be9icGDC9ADEc3jGISzq6g976AHvTIWX9FEa2eKmGdioAhtuNhaoO+ukwTDHjrQEDOwlzdQXNsJOV8KRdzAWdmIu64DCoE8X9wkdnkzhXUXoVjCDMHWXgR31H2XNVFY21HGtKPon6ooru0AP5T9g2MQW9VMce1FaaRHlFhsZfRYv6RWk39H4b4Lch+l+xop3ntBGvMRlnzWOIyqh9/nCILgrxLN/zfGrsATrKA80hNKaSBXPp9n5cqV1NbW/s37H48TyoULF9i4caNEqCxeXO6XlNVkfgHrzzeLS9mQ1N9g6jNktsngWUrprsGcazCP/AlGussUVrDoleJTKURJrkrhL72RCRf+IKGKmITKYGDea2g78ZPIzyCDgoIV/4a17lORZNQUSe+yN2KtuaVSYOJZgsWvxtzw+bIRzndqGBj/L5hbv0HJ4KbTrYSTnoy5+0egAzQKt2oMySkrsY7+T+W+hukyaOvkfZS4Ct0yH3QgoZcR9RO0LsEYvlAJEMSkJztPjHADlZ6GP+lp4vvIdZUxb/rzsPf9QkIaQU41s8WlrsqSWSlOzuYvVdRGyqTYfgPxdZ+uFBhliipp3Sh5rDIZXvwGpp//JeVeBSYnx19LassXRmEGI8s+QrB+I4GuLj82t+y/8Dftx9cN0W02w4s/hrvtPF44JsIcRub9J8WdOdxwYvQSMQZnfYXirhDfaKEQrMC12hmY8gWK+3wCVUcxXEDRWcbAhE/h7ncJzHqK4UyK8dUMtHwM92CB0KjHCyeRT1zJQP2H8A4PglLy8bU24KZW4R8ZAiPCxjZQtBYJzSNB1RhtDbh6NuHJ4Qo2qR63MInw7IisHgaYk9Mw4JMYNOQ+E6ypGcKOgvQqAGUqYrNqGOc0kMrLUDFtQFd1ns4dpwl6CvKJmgp7dg3+saFK/8JS2HNr8A70o/uiImYb2PPr8Pb2ovsrmLOwFm93L3qwhCncqQ7ps1yCOUsa8Hb2oIe8cjFxljZWsOh1nWWNFHf2oEd8uc9SOCsbKe7oQecqWPyKFqy2R1YAHixp+PFUedXX12OaJh0dHZfgHR0dNDc3P+Ln/acXlAcasvVwrgsXLrBhwwYaGhpYsmTJQ3K9P2bjeZGCceDAAfbt2ycRKlOnlod4lf47gLHmFowjf6aU7qobZoEVl0iSKEJDR2oboZzk7B9OvALVeQjVezTCNOG0Z2CeuId4MVpg0RSnX03t2Tul4Y4GBcGC6zB2fC9yEGswFEH7a7G2fL1CORkmfvtrsTZ+WWZ7AJgWFydcTe3B/64ssJYjA742fbXSNLbimItegbV9VBMvliac/izM0Tv4VB1h20qMg7+jol5qIWycKbEi0eWlx+A61ZGZLfp866bJ2yxTSRA0zUeNdGH0H69gY5Zidu8fJYUFf/zlogYrJdQC3pSn4xz6HZQEB4A347niNB/loHbnvJiqPd8vR5sDuAuuY9LZX5SNgABHmq/jwroW+t0b6XXfTairGFn6YQa2jmXAex297s2EOs3wylsY2tLCgP8K+rx3EOgsQyu/yNCWJgb9F9PnvZ1AVzO48pvkt2h0IUCHKcJMEyOXf5b8Vg8KIVqnyMeyjFz2WQpbi+CF6CCBrmkmt/KTFLbnwdfoMIaubaGw7CMUduQiekmjamM407O4O3vl7xhojLoYzqQ03u5IqRWCURfHGleFt7dPClEIRn0cqzmJv380lsCsi2Mcz8tfNgSjIYGRjUn/AvmTm80JjJQlmIo0IWNStE4cQ7Y32tVrzUDSpaO7E//4kDyfIf0LFAQno7+ZAdb4FARamvUgRWxCFdoNCc7loqY50hwvhMR6qWCTMoRDLsGF0n0Ka3KasL94CWZOSRP2FQkv5so9HHNKmrCzcAlmTc3itNfzSK+/ZWx8vC7HcVi8eDF33VU5QYdhyF133cWKFSse8fP+0wvK6Ovh5HndfyF/OAO5HqsTSilCpaenRyJURkntlFIopWT3sfMHWFu+ETWhTUg1EE77F5HRlqJLMuMIWxdiHP6fiF6y0PXToapZDIihL1jLAtAadW6rqLwwCcavJpbvELlxiXKa9kyMMxsl3j6il4LZ12Ac+C0Md1SwBddh7fyBZH4RYUvfQMuJn2P4OUopvf7yN2Ou/2y06AoWrLwJa30UUaFDMBy5b13JV6DBcCQwctNXKPcqDIdg3kuxd9xa+TCtBLkJT6W1854ypO0qgrZVcvopYfFqgsZZMne9hCXrCTNjJHk2usL0GLATo6SwEFRPZsh4OX1dL6IQtAPg189jsPhienpfTz5YJVjLCgYHnkfPwM3kgicD4I17KoMdz6Bj6KMM+88EwJ30PNL6lSTzCUIzi6daOF77Ms7tmE3YGxKaaXyjmZG572Vo31z0QIA2s/hmE7mF/8nwnsnoQcFCq4GRJZ9gZGer7JANIGbgLG2huGUYRnwx5TuKrrGa4oZeoYgUEDewlzRRWN8Fueh7nTBxljZSWN8J+QhLmjhLGyhs7BQqSQNJC2dJA4WNXVAMZZGssrAX11Pc1CmUTqihysZeVE9xc5f0EQINaQtnUR3uli4IQGlQWRt7fi3utq5KnyNrY82uwd1WyQFTWRt7VjXeth6Uksca1THqloyl5pwp3xStKTgBnYkh3G3dox7rYE5M4+3ouQSzxlcJVhLJ1cQwx1URO1Eyb0qhNMck8ff2l5v/Rn0MsyWJv7+/ZN7HqI9htaQEixr9RkNC7jvYX+7DGPVxks8c+6hCZR8seuXxDoa86aab+OY3v8n3vvc9Dhw4wI033sjIyAivetWrHvFz/tOb8qOvh5rnlc/n2blzZ3l2ycN1vT8WBaWvr4+dO3dSW1vL4sWLH3Cqo2mamKfWYN39oUo0hlOFv/B6rI2jGs6JWsI5L8Lc8IWo4azQ6SbCyU+RhVjkN+ia8YTN86UfgpY+R3YiVrpJTIkAGBLdEnqostfAQI9ZijFwSlKAIyyceKUMwBplcAunPQPj0B9QZTObQTDrasydP6wICVAyAnjLVyvyWAz89ldjlWmzCFt2I9a6z1ROOhicHX8NbetGSWYxKC59E9n1n6a8GiiTwpJ3Y637hvzuFaAscoveg732W2ilUEoKW27ezVjrv49WFkr5YMbJTX871qafYBgxDFUEO0X/tO9Q2DyMChfi6QlYiYsMtH2JwvYhVDidQDdjpy7Q1/BJ3J2DKD2OIf9FOJlz9Gc+gLtnEKXrGQmeQ6z2Av3OOwmODMrir22MqZOosibjdw6gFejQpLcmwdCZ2aS68vJv0Abm7PGM9Iwj7BoUU0aoMOaMJ3fWJewZFhoKsOfV4h0aJOwpls0belaKmqM+etiNKCeFs6gef1cvDHpgAoaBs7geb1s3DEfFyVTEljTgbe6CYSlOWIrYsgbcTV1SnAzAMnCW1FPc2CGFSAGOgbOsgeKGUVjMILasUfoNhcjAa0F8eaP0KiKMhElseYPcVxyFrWikcG+HFKfR2D0XUFGdJGERX1GNs7YHAo0GfFszMjkke98FVFSwSJrS+7jjXOnAjkqYOMsbKdx+Tjy9gIqbOO0NFO6qNPVJmDiL6incdV4wgPgDYDETZ1EdhTvPUz60JkySzx2Pij+6ZfSfNU/+2muvpauriw984ANcvHiRBQsW8Kc//emvGvUP5/qnn1AeLuXV3d3N+vXrSafTLF++/BFFqDyagqK15tSpU2zdupWJEyf+zRHBSa+Pqj+/DYrDlHb1fvtrsTZ/NeppaAmCXHQ95sYvRcVEiwdl/sswN38tKiY6moPyXMwd3yuz94GZINe6AmPfLyn/KRM1Ijc+8meinyU61UiYHYs6vaGCVbeBGY+KjmBhw3QoDIi0OLrCloWEXUeiGJAIa1slVF2+t/zYYOrTJHm4NNgIRTDzaqxdP6zIXlEMTn4OY07/uiJxReEuuE68G+V/mWKk/aMM7JhFj/t+Bv1XAIrhZZ9naNtUet13M+C/WrAV32Bo+xT63JsY8F8HwMCK7zG4YzJ93psZ8N4AKPqW/VjooKJGm9XoTCuDS39IYeeIYEYWXd3C4KLv4+4ZBlejjWpG4jX0z7sVd18JyxLWj2Ng+lfxDgzLgqjBaEpg1scJjg6hgmgNb01SP7GZZI/QQ2GgGUr7DAwP4p8YilhNjTExhdIQnB2JFkSNMbEKnQ8IL0T9oFBjTs7AUEh8OPpbh2BOzRJ0FQi7I+WXBmtGhuBCTgpR9POyZkX+i95i+atiz63BOzJA2FcsVWzs+TX4BwdgwJPHGgp7QS3+3j4pWFHfxFlYh7ert1KwDBgar/C298hpSiH9hsX1FLf1VE5TtsJur6e4ufsSzFlaT3FjV+U05SicZQ2o7YMYLigUyjZQC7JU7fehKEOpAlOTm25TuPeCFKyo4W6vaqR470VwQ5QGbYFzWRPFNYKV7otf1kRxXceljfnLmu+HKWKXN1Nc31FpzFuKxNPHYjY9+oGAD3ZC+Uc45d/85jdz6tQpisUimzZtYtmyZY/q+Z5QJ5S/RXmVxuOeOHGCWbNmMWbMmEf1Oo+koARBwL59++jp6aG9vZ2ampoHv9nLs2z/hzBKw3kMm2D+S7F2fl/iQiLMX/QarM1fq/D3ho3ffoMov0apkrz2N0gkiw5kjTAdzrc9n7aDP7pUqbTolRK/Msr0Fs65BnPzlyuYUyW+l23fjt6shlg1umUh5u5K78NzanFj9aRO/rmM6fRYsBMyAyV6bFg7i1z4LOjJkDRzmKqHoKmdkZEnoQeSpMzbsYxO/LFPJt93OWGhkSrzD1jGeYoTnsfI2aWQqyZt/QrbOE1h+vUMnVhKMJhDGRkKegX2nAaGDswgHMqjzAxFlpBbOJahnWMJh4soM01RLWR4yacY2VqDzrlgVeGquQwt/zL5zTEY8WSnbxtYyydV6CBToRwTa+mYaMcdgKXAMehqsYhvGhBlkSkyVWtRA8X7ooXJVKiUhT2vtqL6iaI37JnVuGs7MEqUSTZGcloctX0QfE0I+AnwUx7JfSNl+alRH8dqSgqVVJKkNsQxaxz8bQNlqkY1xzFSFt7OnooUdkwC5Zj4BwbK9I0an0Ip8M/m5LEhGBOqwNOE5/PR10JjTEqjcwHhxXz5a2FOriIc8KS5rkpYhqCnKEbA6D5vnIUz6F9S2MxpWYJzI+ieSm/KnJYlPD2M7h1V7GZUE5wYRvcVy81/a2Y1wfEhdL9XwWbXYFwoEOYQwIBgsoM6WUAPRb05QxFOdGBfHwxF6QUGFCdYWHv6hE4Eaf7Pq8Hd2yfKtBI2v1Ya/aVmvamk+b+nt3KfAc6iOpxZf+P3/zCuByso/xtVXk+ogmJZ1gNGPLuuy+7du8nlcixfvvxRc4uGYZRzwx5q3yWXy7Fjxw5M02TFihV/u/nv5bB/fA2O20l59z/hMozT60UyXMKmPk0cyqNykYKZz8Pa9f1RPg2FO/vFMqBq1K4+WHQ9Y7fdegmVFCy9AWvDFy5RKvlLbsQa5bVAmXjtN2Kt+5wQ1yAej4VREVOlH6bDufpnMe7EbeUfPnYKb8rLMLZ/t8TKQCzLwKRvk9/ahfKzeHo8NZlbGWj5IoUdnRBUE+hWqut+zED2o/inLhIEjQS6lpqm39BvvRO/oxcVZtB+ArP6VxSLryboGBRDmpVGzWljqH82YY/s6rWVQs0fx+CF6YQDIxGWxFjcxvDJHHpYdvVaJTCWtDF8aAg9Uhr/Ck57Pd72HvRIZbFyltbjbelG5/3yzpyFWRq2umivtOM2cJY24K7rFErHoKwOckuUjgIVM4ktqRfqpxjlPcVNnCUN6Psugg+YBipuEM6OE9sxgva00GSOwpvsEG7pBDcqJlXiqyjedxGidc7I2Ngza3DXXix7I1TGwZ5Sjbv+ohQiJd4Iuy2Nu6GjjBm1MawxSdxN3dILUaBqHazGOO7WnnIhos7BqIvjbe2uYI0xjBpHTiKjCptOaBJn/Qrl1BrHiJt4B/srX73WBIZj4JUa6VowjOh0FhUioyUBGmm4R5gak0AFmvBcrnLfmCRJJ4bf54JSaA1+nSI3OEL2Qul3rSjUaIyQSqFUYLal0G5IeKEkTgGrrQpdDKTIRpjZVoUuBHKfLj22iviT7+cvexTX/58KyhOe8irFvZcW8seiUVX64z1UpVdXVxcbNmygtrb2789PCX2sP92MOrc1AjS6erw00nuOVrD6mVJcygY3CMe0Y3QdEEd6dBXGrcY/fBdmkC9jwYznYh74bRRvEmFzr8Xc/j1Gz3AIFl6PtaXSDAdFftmX6Nsyny73FnFMK0Vuxbfp2zqXLvcTFIJFoEz2tX4c68xVdLsfJx8sAcNmaNlP6d25gB73w+SDlWDFGVzyc/LbB9BFg9CuJsjOYXDhzyns7EO7BtrKEtbNZWDmDyns7UX7FoGZRjfNp2/8NyPXsoG2qnEbZ3M6/p/4x2UHj60wxqVAa/xTQ+WoDHNiFWHOJzg3IpitMKdlCHojlU7keLZmVBNczF0aqTGnhuDUiNA8pfiMhXV4RwYJS74KU+EsroMjI9iuUcHaG2Snmo8a2obCWVKPuzMqRNGO1lnaQHFrN7o46r6lDbibOuWkE2HxZY0kDhQx/UjEYRnkptmorQOy2KEJTdDzMqOKE4QWxJY24K6vFB1ipryXjRFmSh8htrReXrdUdBIWdns97uYuoW9UhC1ukKZ5CUtaxBbU4W3vrhSnlEVsTi3ejt4yRsrCnlGNfayIKhWdtIUzvRpvTx9lQVzGwp6arWAayNrYU7P4+/ovwawpGWmGl4pT1sGelMHb31fBqm3siZlIcSaYkXWomtlIdYeJinYKfhL6knlixz101DYhbWFNSOPv6asUu4yDOT4l1F7p15J1sMan5DXKjX6H5HPaUOZjt3Tev6Borf8hTfnH4/qnF5TR12gfSqlXsWXLFiZMmMCCBQses3C00h/v79FeWmuOHj3Kzp07mTlzJjNnzvy7Jxpj7S0Ye39BWdFkVRGOXYZx4t4yRrIRXTcZ4+zW8uN0tg2cKlTn/jJWzE6ns3cWRr5N4i6AoGUl+YHZ5Aamlec1+OOfSe7CREZyS9BaDp3elJcycryZ4cJTyjMc3Fk3MnB4Ol6+Gl/XkwufRnHeexjcMwY/X02ga8mFT+JY0xtJnpsKQS2+riYfXk6u/bMMb3YI3DQ+1eRZxcjirzC8IUQX/GhhimEvms/IhjzalUaCkY5jzptLftNwebHy4ybmjJkUtg9XnMe1ccKx46nuSAhmqoj6SeAd6C9TP2ZTAqMmRnB0sBKf0ZpExU2CE0OV+Iw24Z+DU8OV+8ZXoQshwbkIsxTmpDS6zxUZaKlgTcsSXMxDTzHKgFJYM6vxzwyL6S8qYtacGpG3loqTbUgu1OGBiunPjnKh9vejh6PjhaVwltTh7umr+BtMRXx5I9lzBlagpGdgKgYmQmFrJ2Hel7VUQW+bT3FLtxQnAGNUc72EqchDsa5DaLjo1BVb3oC75mKlEFkGzorGCAvLWGxVk5zERt+3qonius7y3xHbwFnViLu+E1XaxzgGsRVNFNd3VvoNjiK2rBF3Q6d87iBN/aUNUgBHYfGlDbgbuypY3KgUytLPNSYnxeKGjkohipnEltXjbugqFzEVM6i6fCwt55KUWQFLc7J+gPw95ysFJmYQWxGJCUp7L0feX3FdR6UoOgaJ54zHyDw24bWlKwzDf0pT/vG4nlCUV+mE4vs+e/fupa+v7+/3Kh7BVRq3+bcKiud57N69m5GRkYdMsxk7fyBUUslroWyGpjyH7N5KXwI7iT/9WaLUKh3O4tWEY1dj7P1JmXLyYnUcND9Efa9Bv7eUtF1HonY/fTWfxN1zEcObQmhnMKsPMWy9B6+jA8ObirbjJMd10efeiN/difKngjJITCrQ33stQdew/DBjtbDwufSf8Qn6RFOvY9WcalhKbV8Vhiu/NhWvQa14GQO7ewhzskiqeBZj1csY3NqFLrqUYjGSy5vJbbiI9kR+qpIW8fZG8usviis6BBIGg2N9YhsvQiDDjlRcIjCK6y5G6hslu+bp1dEPWj4TlXawJqUpbugsY0bWwRxXJYtV5I8xamOYjQncLd3RaQDMxjhG1sHb2Vv2I5gtSYykJblQJWxsCsNUeKeESgsVOOOqINCEZ0bKi781IY3O+YTnc+UiYU6sIuxzCTry5ROROSUy+HVVMGtmluBMTopTCZtVjXd8qHJyik5TdZ15Qjdf9mT0NXmkOiDIFVFaSfr+glq8AwOVgmUq7MV1ePv6KuY7U05TxdIJC4TqW1KPu7NH+kYR6CxroLilq5KoCzjLo8W/lKirILZCiklZvaWQ4rS+Qv9hKJyVTfL3GV3YVjZVHqvk32avaKBQKoDI38NZ1ijNcLfUEwRnRZM460sKMUvhrGigsObSprkTudlVKFyVshSJy1qYsLETXUp9VppzTcO03HUWo6QuMxWx1U3iwC+9hqmIP3UM1tjHdpHXWv//ivJ6QhUUy7IoFots2LCBWCzGypUrH7cRmH+rMT80NMSOHTtIpVKsWLHiIZ2M3FNDFO6wMd23kLG/j2mNcHzMf1J1oIrAG0fW/gamXWR44a3kNvZj+GOpsb+CGXMZnPt98hs7MYMZVNtfQDsuR2s+Rf35DAQhgWng1lyBO/6dFHcMQhAnsBTDmeXkM6/DOSxYaBt4LVfRV7UQb/8QBHGwDfy2f6FHzcY7G4XY2QbW1Cx+d4B/QRbJ0ITeTIE6vxpzyEOHQq3E59RSPNgvC50GHJPYgjoKu7sJB4uV3eGiBgpbO6UvoYGESXxJI4UtnWU6SCVNgjkpsrsGCN1AqCxbc7FugJZ1HoanMLSKvBH1sgiFleLkLKqTxaWc4xQ1w9eVZp9Lv8GeWS33gTw2Y2FNzkghKt8nFIe7oYvSVlVlHIyWBN6mrsrfNRESr4/hbYl8EJFHQWUc/O2jsKZEVJx6K0WsNYlhG3iHBirGuLEpCBG6rlTE2lLghpXiVOLuR/wyd69MhTmpiup8ETVSRKHQCvozLubRDtIDVuW+qWmCi5Hyq/Qa0zIE53LSIC+9xvRqgjMj0iCPMGtWluDksJywStjcGmmaD1b6m9a8WrwjA+jhCsWam2BgHhqQU1f5vhr8A/2V+3T02L3R6azUmJ9XR7C3v+KjUSKb9vf2CRbRWvY8aZCT80fdVyPYqEJpza2WjcJobNR9iujfNq+WsaeH0a4XfV00fQ0e6a0XsKMWDgbY82tx5v/tBI5HcpVo99EFpTT24v8KyiO4RvdQBgYGGB4eZvLkyUyZMuVRmYX+3vVgBeX8+fPs27ePiRMnMnny5If0HoLeAkO/PYEutqHCaqzgDPaiRZi75uAHHmGYJh9ejrnwKQzuyIKOocI4+XAlasHVDG2xUTQQhA6FcDmdY59G5nikBddgZDLoGU8jv/FiBcumGWpYSvyIV2lc1mQIm1dS2NZV3kUajdX4mVa8XT1CXSiwWpMopXCPD4KhynLW+nQNnMyBUmBoio0Q7ysSdETSVVPhTMvin88RdEVqHksRm1mDf3KQoKTSsRSxObUUD/VJXwJEjjm/juBAD1ZR/hHKMUgsqGPcoYHoB63xTU1P3TB1G3ysSFhE3MReWCemukK0o42bOO0RVtrRJkzsxXUUN3VVdpZJUwx5GzvL4YGkLOyFddKoLvkRqixR/WyIikkIpEz66woktkdx/yGotPD+xY2d8jmFGpWxsSZUCVUT/X1UxsEck5L+RXSprIPRFMfb3F3GjOoYZl0cd+voghWvNL5LWEMco8rGOCoCDmWA2ZykoaFGFk4NGs1I0sMf6Cd7wSgvhkZLUpJySycsA4zWJEqDf3YUNiaJ9sMoFj563TFJoQnPj5Sb0sa4FOR9aXJHmFevMIsQdlQwoy0FI35FDYak8TLsRXlh0Xd5Ygo95IrMufS5jE8RDnoicy7d15YiHHAvUY0Z41KEAx66xx2FJdGD/iX3hc22YN2XPlblQ+j1ymSB2VZFjRWgLkpQqwbyWU1hikft4CCZTOYxXZdKa9DogjIyIqKF/+uhPMIrDEP27dvH6dOnsW27HF/yeF73Lygl5/2BAwdYsGDBQy5oYd5n4GdHCfsKaN9CJ2oJFr+W/qMrMPOgA1tmTix7G/17Z6JHPLRvoqvq8VbezOCucVAMCH2Top2ha/ZbiJ+ZJkd3L0SlbeIL6yls7ZTAOj/EyDg4c+qIH/ekERpojOoYsek1FHdF0SuBxqh2sNvSFPf3gqHLMRtWQwL3YJ8oY/wQNxVSO7YeTucjo50mqDXQCryTlbwns1WUMf6ZkbLRzm5LEw66+OcjTCnsyVmCjrwsLoYSL8O0atyTQ6h+H61kJ23PrJG+x6AngyJNRX+9S9NwFVZe6IhAafqaffK7ui7xN9jzaijuHOUWdxT2gjpxVJcNedJwd7d0SyHSCP++qBZ3c2fFtxA3xPG9OZrCFwJxE+ZmaDjvCJ8fEpngaimW5LyhliK2sFZeo0TrJU3sBbW4W7vKMl1SFs68GrzRbvGUiT27Bnf7KCxpYU3PXuoCT1lYU9Li+4gulbKwJqbxd/eV9g6YGYfszGayF43ooZqiE9Afz0u0e6mxXB3DGpPCP9RfUWrViFs8ODRYKSa1MczmJMHhURLkiE70jwyWewtGTQwvaxC7EF6CmfUJiYUvMWI1DmZdDP9YBaPaxqyNExwfqvQvshZmXVy+G2XMxmyIMEZhjdFjS59LtY3ZlLwE82Ia1RAjODZYuS9jY7UmK/EwyGbBGpfCOF6IPlOFSttwVQMjxRy7du1izZo17N27l/Pnz1MsVorTI72CICinapSuUkH5vxPKI7iKxSIbN24EYP78+ezZs+cf8rqliYpQmTfv+z4rVqx4yGbJsOAz+JMjwpkboot3ptdRPJMn6JHzsjYgNruBwpEh2a0rJUauufXk9w6gB100EBghzvw61LF8Rc6aMCWue1uX0EYgruAFdRS2d6Mi872qsojNq6WwtUuURUp+HLE59eS3jJKzZh2c6bVSnDyNRuMnFdk5TRR3jFLz1MXQDYrE4UJZVmo0JbDq4hT39gpFFES73Cobd19E8wRaZkkYCu9cJA0NNVZbFX6uSHBRJJ9KgzU+Q1DabUYnLNoSJHo8VOTkVlrBlBSZngLGUEAYyYgKLYr44X6MgcjdraQH4R8agCG/7CC359aKgmikdB8482plR1+iUSLvgbujp1KISsqvXd2YfvRDtxX2orqoGV5pNtuL6yuFCKRgLR6lrAJxmi+OTkmjGtD24lEnJxClVnsdxfWVxnLpPnd9R1nhFFoQa6/HXRPRerr02HrpGZS+oHETZ0ENzuZ+0LLbDixwx2iSW0a/hokzu0aSd3XlsdasGtx1o7BE6b5RjeqkhT23huSayn0qaWLNrZb3F1Ywe16tNP/DymvE5tfJ645+LwvrL73PUTjz6+S9jMYW1Ilcu/T+YhIY6d6vud7TWqR57/AlmLOkgeJfKgpLHOnDFO8chdkGqRdOJDsmRQvj0FozODhIb28v58+f59ChQySTSWpra6mrqyObzf5VL+TvXaX+yf0LiuM4j/mExn/E9U8vKI7j0NLSwvjx48nn84/7JMXSVTqhlCJU6urqmD179kP+QuhiwNBvT0hfwlQQaKyJacKBIn5HTnwGQUixxcK5MCIUkWmA1jjTI3VQb5FAaWFw5tYRnsjL5DdLdvrxefW4u6L0U0t2+vGFDRR3dKOHPbQBmBBf1EhhW5c0YE2FcgxiixrIb45MeiaomEV8YT35jR0SPIiGuEFmSTP5TZ1lSaqRsnFm1hJuulDJMEo7xCZmyG/rqszMzjrYY6oo7uyuGPJqYtgNSQq7e8rzJYz6OF5CEx4aknkYCgrpECdhEB4aqvgbWuN4OiAxbFYWprYkpjZhQL4TCoNwrINR8KDPk9tChT/WhK489FeKkzlZ3OJ6IIoo0WDNyOKfjHoBJWxmluDIUKUQgaTdHuiHXIhGowxDitOeUYXIkEXO291bKUSG8Pnujp4KNWeAvSjKtioVIgs5OW0dVYgskSoXN3ePiklXf12cLOgfrzHXjypOtsJZFvleSj8f28ApKatC+fSwFMGCJPEdI4ShfO+0qfDnxGHDqEXYElWW9KtGYUsbRL1ViiMxFbGl9aL8Kt1nSpLvJY8tSanXXorFVjaKcz0yZWIonNWNuPdeqPw7TIVzWTPuvRcrmIGM3b3vYqUYG0jzf839sUYa77sgJ3nk91KOng8rz+esaqL4l4uXYPGnjcEaU2nCK6XIZrNks1kmTpyI53n09fXR09PDgQMH8DyP6upq6urqqK2tJZlM/l2W48FmoaRSqcedpXk8rn96QTEMg4kTJwKVFOCHYzh8NK/b0dFBZ2cn06ZNo63toQ/G0UHI8O2ncY8NVBbTMUkMx8Q9NRBx9Rq3wUAFGr8rX97V21Mz6GGPoKdAqDUGCmdmDbrHI+yPeOUQnDm1eKcGCYfcMn8fm1+Hd7CfcFhOMAoYblNYu3vQOa+8C48vaqCwNYqxMADTIL64gcKmTonzUBrDNkgubaGwqSNygUshii9qIL+xA1w5XRkJi/gCKUR4odyXsIjPqSW/KVLfGAqjysKZWSPPV5ICZxzydQrr4DCGNmQYZZXFUGKY2MF+VCC9AFXt4CbBOFosFx1qHVTKwj80WC5sqj6GUxXHOC/DxFDg1xgUPBez0xOBnFLQ5KD9kLCjUF4kzfFRlEnPKGxSWlzg/aN4+ilpgu6CFCKE9jCnpAnO5youa8Ccmq4Up1JjeUYNwfFhycoqYTNr8A8OwkhFHWXNiuJNSsUJsOfU4O0b1UQ2wJpTg7unt5KLZYA3NU7meL5SnAxpXrvbey5RR1nzay4tWCbYi+thT2+0MMuJOj/Fwtk1jI7+adpQqLlpoQTLj40UYltGPZ8RKcS2jiqACuylDUI7lgqgAmdZg9znj8KWRjLn0n3Ifd6GTjF+/hV2v+cbfdpDns/b3HUJZi+ux93ShTHKbmYtqqM4+r0A1vyIshz173AW1f/dJrxt2zQ2NtLY2IjWmlwuR09PDz09PRw7dgzbtsvFpba29gEjmh5M4fVIIqWeCNc/vaAA5amNpQ/8gar2Y3kFQUAul2NoaOgRyZJH7jknu/BogTVqY1j1caF+PA2WwmiIo20P55xfNsaZrSlQCve0FCJlKuzxGXQxUlsFSH9gSoawryCnmpKpbmYNwYURgv6KrNSb4BDrLBKOVDwPsfkNFA/2V4x2hiE9mD09BHkfhca0DBLtTRR2dIlfRBOddBrIb+kUDPE8xBfWk9/UUcawDOIL6uRU40UUWdwgNjfCSlEhSYvBxoDkoaIotwxQKUmYbdjiiwsejWuHDKVy1BwzMbRCRYXInJjB29FdLiZkbFRzQlJiI8WUqnaIj01h7Yua0gr8FAwHI2SPi6xWKDwHlbSkZ1DqBTTEUJYhnHwJa4pjKIV/IVfuLeRSAZlQS/RIqdk8NgXF8NLG8oQU4bB7aRN5UpU0kUvCBA3GhDRhd1FmeJRPU2mCi3l0KT9LgzkpQ3g2Jycn5HXNKRnMCyMYo6h7c1pWvDaj1FbW1Kz8u0ZGPXZ6Fv/IwCUqKnNGltTFPNpT5b93vhXMA33ECtHuRIExPY13cOCS57Nm1eAdHiyrt7QCb4KNcXiU8kuJasw/Mkr5pSRWxT82eKkabGY1/tFBdK7CUFizs3LfKMyckcU/NnQpNi0jJ/5Rz2dOScvnMlK5z5hcRXgmd8lnZUxIEXYWLsHMCVXEn9L6sE4ISilSqRSpVIq2tjaCIKC/v5/e3l6OHz/Ovn37yGQyZXosnU6XrQsPJhn+vxPKo7xGGw4fL/6wFKEShiHjx49/2MUkt/7CqN06GNUOzvg0hV09FQNdXRyrOUVsd7QgmgqrKYnK2Lj7+0QZZCrMMVUoy8A72l/2Mkj8g8Y/O1zxKEzKEPYVZaELAcvAnpYl6BhEDSGnH1vhzKiRU01foVJg5tRQPNRH0O9SCtiLza+nuK9XejUhEpK3qIHi7h4xKWp57ODYEGtHd7noKMcgvrSRfEkgoKPHLhZ5MEEF623yyBxDigmI6W+O7JpL9IOKW+RaPGpPGRGm8U3wWxTxUjFBipM9LStO7hJFlrIwJlbh7+yrRIlnbJJTs9g7eqRnoMCLa/rMQRr2i9QWJX8zszWFv7u3UkyqbcyGBP6+vsprZCyKMVcavKX7ahzMtI03ujjVOhiJaNZHqcldF8OwDfyTgxUKrzGGYSv8k5FqTgNNMVHadVTys1RLHLQW2W90qeYEeCFGf4kfQmJLCgHhaOVSawKd8y9RPanWJAz56N5RSqgxSRjyLsHMsUkyShEURspvL58N8c70kBmyyq9rjktKoSwVTwVuDZg5XVFWKTDGJtHDPmFX5f2pMUl03pdFvPz+EhJvMkoNplriUAgvva8xLhloozDqHRQQjMZqHTDVpfdVWxgxE/9YZQ4OWVv+lnv6K6+RsUk+bwLKenQbWtM0qauro66ujqlTp1IoFOjt7aWnp4czZ86glKKmpgbLsv6qcPyjgiEfj+sJofIqXUqphzUT5eFenZ2drF+/ntraWhoaGh72DqCwp4eRv4yaXR23cKZWU9jZLX4JjRjy2qoo7q7MZVBZG+oc3H29aK1lAFddHDPrSDEB2TE2xDEcUxYhENqjNYUKwT83Uj5JWG1VkPMxegOheUyFNT5N0FeseA8shTUlS/HMIGG5mCjs6TV4J0bFjFgKZ1YN7sF+wtKkOttAT0lSdQHZ9UWYs6Cewo6IShtViArbIjFAVMS6GotkTivMUJULjLOoDnd796hCpOhqLpI5bcjJBAlo1LPTOIeLhKGIBgILvClxoXRK3L1jYM+uIdjZdwlmTsuI1Dbi0FXcpGpeI01dcSkmgG+FdCSG8Hb1ljM1VcrCnjIqAkSBqrJhfJLqLruCpW3MCWnJpwoqmNVWJcWk9HxpG2ts6hIlFGkLqzUlqqcS21JlYTcmRX2kK/eZDYlLFU5pE6suJjvu0pWxMGvvh2VtSREoZWWBKKayjmRljb4v4xCcyV3yfEbaIThduU9lLDJjaskO2ZSKiRsP6Cr0i3+ldF+1g5cEq2PUzr/GkfdyatTz1Trynk9U3rOqdrAaEpeovFTGxmxOyfTIElZlYY1LybiA0mMTJvaEtHzOpStm4EzJEhyuYIGhsaZl8fdXFF04Bs6cmkuKCbZB8qWTMVKP/T47Ho/T2trK3LlzWb16NfPmzSOZTNLb28vQ0BCbN2/myJEj/OEPf6Cvr+8frvD66Ec/Wh4FUl1d/Yif5wlRUB7t1Ma/d2mtOXLkCLt27WLWrFnMnDnzIc9eKV3FQ30M//6kLIihllyjuXWijgpFLqqqbGJzauW0gmBBDBiboLi3F43CQKHSFvbYKtwDIt0t+xYaErhHBsoyXVUTw0jZeMcjDDDq4ihT4Z2KRrWiMZsSKF+LWS7i6c0xKYo9I+huUZYpBVZbmrCnILRMqWEcNa/D/lHYlAzqQgGrIM+FCc7MatzDowxqlsKZVUtxf8WNrU3oqi1Q22Vjiq1E1FFzanB39VZkuhZ01ReoO2dhBqX7DJyF9dgHchiBnGyUZVCYYqP2DBH6ElceWqDmZkV+W/KQOAprUR3+jkiBhryutbBW+HwdfSyOQaq9mcaOWLRQaQIjpKfBpbitu1KcbAN7VjXsHSznZ+IY2DOr8Xf2XKJIsmdVi5y3hCVM7Fk1Ffc9iMJpVk3lPiWLoTO7Wvomo1RPzsxqMfONwuyZNSL7jbDQBnt6tpJ3BaJwmpoVMUFZqRVhBy/FnGnRfYy6b0b1X2HOjGp5jehroGIGVQuaqessRY9ofDOkK5Oj6mylJ0HMwJpRjb+77xLMmf4A2OxqETaMwux5Nfgl2XTps19YX5Fcg3z/ljbgba1s3DCVuPe3dFUwBRdbc/hbRj1WlRz9nZdgyavHY9X//Ymvj/YyDINsNsukSZMYO3YsdXV1jB8/nosXL/LmN7+Zd77znezfv58vfvGLHD58GK3133/SR3m5rss111zDjTfe+Kie5wlRUEZfj3Su/INdnuexfft2Lly4wPLly2ltlZTQ0bLhv3e5JwcZuu1EJewvZkjh2Nkj8RQaWQxm18hpxQ1lBxtXDDb6ePv6MEIlH3bSJDa9VuS3JS9DyiI2OYN7oF9214GGjI0zrkoKTOQ1UdUOVlMS70S0+wrBTYKZjeGdjnT3GlRDnJybQ3W6KEP25kZTQvwlkXQXIl9JLiDozJcLljlO4kPoD8q/SXtCpJgq8f4G2JOy+GeGZE63Eg69L1ukPpfELBUiQ/ht72iFu9cGdNcUqOuPY5R63CbYs2pw9/ZWms0mOPPqSJ0KMQMpxJiK4bHg7uhBe4EY3E2RAvvbI8qxRB3Or8EvNV9L2MKoUV3qj9siya05LQGQGk1gaAYmQHFrV2X+l6VEprut+xLVk1NSao3GFkQTDEvFyYriz0sxMCCy5AV1uFtGFSdbySlu62jMwFlcV0n7jT6XwQlEBbXyunZ7gwQ5jn4viyVVefRj7cX15SJbxhbVy2uMwpzF0b9tNNbeUE4RUCBz4lc0Une6tKPXhErTNzGMUgmiy4DY8kYxoY7GljXKDJRRi39saUPFXFrClkdxLqOxVU2iGht12asbRfk1av01ltfRejZ1CeYsb8Rd13EJFru8GXtaln/0VaL3m5qauOyyyzh27BjXX389LS0t3HbbbcydO5fJkyczNDT095/sUVwf+tCHePvb387cuXMf1fM84QrKY3lCGRwcZP369QB/lVT8UF/HOzvM0M+Pyc7cUBKcN6eO4p5eyPtgIi7weXUUd3VXlFUxg4FmTeacgRWIwknFTOJzJLaklGuk4haxWTUU9vRekvQan1pNcV+vnIgUQo9MSOMe7K8oVFIGhWyIe6T/Empl0MhjXwxkEQ4j3r8mjn96uGy0Uw0xjKSNf66EaYzmBIZlEHTmKma51hTa1wTdlQa0OSZFOOyVTzpaw0jap9ZMo4YqMRnm+Cr0hQIMiupJAwNZl7piCiNXOjaANbUa/+RQxbiowJ5RjXdk4JLoDGdWDZluCzuoNIz7GzyGd3ahi6GsD4Yopvx9A5X8JwOM2Vn8XX0VJY8h8Rzh7n5RmyELpJqdJn08jGgzTaggP9uhuKNCpWGKJ8XdNkotZEYS323dl8pWy4Xo72CLIsVUCVNEZstRfhEF7ow42WNcKnld1oC3qfOS+5zlkYrqEqwRb+Oo+wB7WeNfPdYuBTSOfmx7FNA4avG3lzQQbOipnOKUwlhYTfYIke9F/jc81ZKMrqCygttLGiTRINCjnq9eFFij72uPPpdRmNNeXzGSlu5bXIe/pfuSf5s1v4ZwZ3/Fl4M0+r09vZeqvGZlia165FMKH811/6a8YRhUV1ezePFi7rjjDvr6+vjOd77zv8Y1/4QoKI8H5XX+/Hk2bdrE2LFjWbRo0V81+R/K6/gXcwz+8hhhyWioNbGZNbiH+itzM7TEjLh7esteDpRioCkgfVZLHyGS7sbmRxRZ6b4ojqS4s6cymClmEp9XJ7RZKXI8bhKfFb1GyQeSsFATkqQvGpUo8bhBbzJPqjPKxFLCPdvj0niH+yqzLzI2dmMS71j/qKa0g1Udwxulevr/2PuPX1uz9LwT/H3ebG+P9+Z6FzYj0jCTKZNUoVpoqDSohhrghH8BNSBAgBNNOdNAkCaigO6GgC60SkB1FW0mMyPDx43rz73He7O9d5/twdrH3YhIG5l5Wc1FXIC54tvm7HP2er73fR/jWCFyVBMEgVOGU95ENlRR6YSinTiIhcSTCaics5mkcUsMUGtiIBuG0In7JPUh6Ayvk6ciBLXBJSaUMhPFL/QFTXf4p6HOx8RsYEjJlRCtuXTXRvfO/4yriQHd5+VzA0RAu5oi2Gyf028lkJZjgpJ8wdhQvppA3uwNTQIlkCRquQH1yADHdQkQg35v3hRtmgsUWvXGsK3nnD+feiuF8/Dyddqd9Beu0+6kha37xb17meHvO7y0d2YTf/qz3c0IVf3FA/JuRrSCLlJoX8ucVWdne6+nRUzwhT39bkbY01/YU28Pf44LB7hyKyle98Kev2DCShvZF5+fhIS/aGJte+AFQ3gBZ1bDfVY9d0YG1CtxvLXm+Q0EoCzFh4yuCwys+SFd+8KePBvFP+hcYn5JU7YYyl94PmnMJKi7l/zH5JyB/T/O/M4YVV/lNHxKG7Ztm+9+97u/g3f2q61XAlAurl+35RUEASsrK2cWKl/lx/XzAMWvDWj+LxtCaDgcfOvXUrgH7XMDREXCuJXG3Wyes6MkqOUcogUJ2R++riyJCuZJRTjxDvfM20OAOd1TJEG/PRUQwllF1P/8AsdeVzCup+BFe6i9gNCQKcd7pIqa4N1LIEU09OWkaCWdiRQ1tPm4YJudsqNiOtpUFGe1Lu6QJSCi0Iv6uOv1cyBK6KhpU8x0gnOlfXQsSXBw7v8kpXUUWxMznXBID46ExNNxKA3O7nLlvIksS8KJd7jkUdGau0jJlSZswQK6SL+djBC2vTPDQglQpyJk1QTq4Nx6pBlz6e7VLh0i6kwUCoNLlFJpJiIopRcPpWmLaEtj7BMJI2bClEVnQSbY6wzFocMfZdbG225ecOwFeXgYnu1Jw7315mXDwuX4kC7rfWHvEsV3SVBjpf6FQ305jrf9EoV2KY6/27rkFCyua5+D5+ne1uU9eSEqbigu/hxzUTFYv3jdbJRwv3tpr5MKkEvu5cdOR9DqoDjnAOPlZMKKI353Q4AJ8hp+3REt1dPHjpqEfe+cSYaoqgnDy2ywlI6kSkJzdLpiKu5klPpBF+90/mAruFdTVHbbDC5kx0f+70u/NqPr11me5/3GnIb/5E/+5MzW5av+vXjx4uc/0S+xXinaMPx6FUq/3+fhw4f4vv9zLVR+1usEfY/G/2MV/1QEp0qoC3G8w4441IZ7+nJCMKaGcaGhArWUQ7JunNm/BzIYt9M4K9XzeYsmYdzJ0n9aBfd0b6gXeThkQiH2rHtZep9fKO81WVQwn5fO7iJDBcrJHtmicd5+0MQQ9Iw0AEi6graYEOr2s4GxijYfE6y0M9aTRjhpklj1zg//uI46GcVZEYPlgJAwImNPJ3Ff1M7psvEh/XatMeQlhAS2RGQsds7aGVZEclwXvk6nN+FpHTmiicP59LqUjmIoIoP9wnWSJgnAGi4payDJEn65f9bikHImcU0iPDo3+utHQ9RWF612fhhKIxbSILjkpkvOIGx7GD0ZpJCw6RL9Fwuof31AMDxIQ6CfAI6bmD2F03JKnrCgNrisd5i0CSuDS8AmTdr45QFh6/J1fmVw6b3IkzZh7aUDd9ImbDiEtYtUYEs4KFykB49ahJ2XDuYRU1CLLzxWyhlITihuoE5XVviYXXxd0jpSEOJfeCxJDfCRGhe+T3ENSZEvUZqlhIaZtM6YWiHg29AOeyROzj8/KaYi50zcx7Wzm0EppiJPRnE+L6Oc7lkK0lKc/scltNObRl3G+xdT7H1cwh34JDSJvC7j/w9T7D2qMnADYorEuCET+zeLyNbv9gj8sgrl6wKUP/7jP+YP//APf+Y18/Pzv/brXFyvBKC83PL6VSqUarXKo0ePfmELFVmWvxRQgr5H47+8EDOD0wH0TEwo2y8MpdW5GO5x9+yLH8pQT7qk+9b5XZoCzbSHstY4b8GoEsbV4Xykf2HvRlKIJU/bHpqEcStF72IFo8nCs+vUdwsI5JB63iVXFNqFM3C6kxWgc3qHpov2Wv/TC31wXca4PvT2Oj2sdRnjalI4Fl9kEM3HGTwsD58uRDJkzIWhkvv0sbaKOhUVORzD67BkrLnkedoeQ9AZtS+xiqSkYLmdmfVJQExDzVq4a5f3lKwp7vRPny+hoaZMMfy/+BpJA2+jeXpMiSTBpIy87wzhBXxLQtIClMMLasGEimQrhLvnVRIRhd5Pjggv6iKSGtGEoO6eflSOEeA0m0Rb2tlbJqEhIV06XElpyJKEf8ERV0rpSPLl6+TsUKdy4a7ci4GqSvgHF95LWkfSlUuUXJIakq1eMkokrgl68MYFqm1EQUmbl4wSsWTUnCWy6U+XIaGO2mfML0Aw7CajRJ5eABhdRp2P4T28wN7SZNTF+CWmlqRKKP/DLO3/1yYuIWkVJAUej9aIP+xj+BJZTUbXZIJ/MsHeXx8SOgF5TcbUZMIfTLL33gmeE5BVZWKajPQvJtnfaFLt+5ijFi4BmxNd1J0WlYaLNhEhqoL9/XHUEYvf9fpNZqHkcjlyudyv/Ty/zHolW16/TIUShiE7Ozvcv3+fhYUFbt269Qv5camq+gWWV9D1aPw/14SAcOj1JOctgpYrvuTDT0udiBBUBnmwHXQAAQAASURBVOIOT4ZQCukkfNKuDe1zXyembeyGIu5KT4fNSwkGW63L/k9XkgzWGucAI4N+NcVgpX7JOsO4kRLssCHABFJINeOQKZmX2EzGrTT9h6Vzu3ZtuHd/OGgdgo5xKz0EneEHoMnot4Tx5MU945YgHJyBiSpj3swKMOH8Ou1K8jKYaDLm1bSgxl4AJ3U29hJFVUGbilx2fh3qedz1C3sRFXU6chlMohrKZERcd2HvTAdy+rq2gjYVRdl3hr8KCcmU8bMq8kGfcDhEDnTwMyrBbuf0KjBllFFLtHlOlyEhj1hnOhAJkEyJyGyKWOt0XhfiKgFNvY93QbeBKaOO2Jc0HxjiNS7qNjBl5BFr+F6Gz6hLuAkJf+fCdbaCMh65rO+wh7qNi2BiKaiz0ctgYiqCWnwRTDQZ7VrqMpgoEtKbeVpPa+c0Vgmkb47SeFTFv7DHd0ap3q/gBmc/MeH3xyh9XKZ3ce8PJtnaatKMadS8gF4Iyr+Yxo7MUI9pNL2QbhCyOt3mw083OJY8OkFIJwiRvj/OzmGXIhJdGTpBgPy9MXaO+5QPu6i6jDoZwf5+mlJborzXRdUljBGTqX85gzH/22d0fdn6MleQ34WwcW9vj4cPH7K3t4fv+zx8+JCHDx/Sbrd//oMvrFeiQrm4fpmWl+d5PHv2jGq1+ktbqLxcoQR9n9b/Z/N8AB2ClDeFunZv+KEGwxaCz/mwOQhxkhJxNXLuxRUK+q1fG6A5wwlyCNpcTLRpLgQLaQtxwXDq+mcgpi0ncTeal9Lx9GtCfHjatw6kkN6kROpQF6JKEEB0M83gaeV8mCuDcSMjWlpnjCTQb6SF1b1/vmfcTAmm2vBLH0hgD7U2gkIbIqnDedDDC6CjSui30iJb/RR0FAn9dgbnwXn2B6qEfjMtBI4X926kvrh3LSm0IadLk9CWkpefT5fRFuMicXC4JEP5wh6mImZJj17au5qEhxVOfxmhLtHK+cIra7hCTUK/ksB9VLv0/pSlhAiEemnPGwrlJBCzs2tJ1KenB3NIAHRyAdEXjXP2kTq0Hrl4Rz+kUp9logAoEv1ZFWvNvbSn30wLNtjFx95ICibUpetSX9y7kxZssAt72usZnA+L550DCfgXk+w/rTFwA5KyREaT4A+m2Ntq0ncDYgqMqCH8s3H2C306A5+IIjGhy8j/ZIz9ikPb9bFlsad/d4y90oD6SY8wqZOZimDdSrN73KVVGeBFDWJTCSK3kqi7DcLtOg3XoTPmMJiU2N09wqkpyJKCcjtD6l6Gg8MOlaGAU9MV5l7LsLNyQrcskUpJyLLMwutZEvlXxyfrqyqU3zar68/+7M/4L//lv5z973v37gHwox/96JciBbwSFcrFltcvOpTvdDp89NFH9Pt93n333V/aQuUicIVeQPO/beJsNS6xnpTISwyntIGsK/gnnWF3KSRIKtjRyLnpoATKmLDJ4GLC3WSUoOOKeQtAiFC3VwbnA9kA1Lmh5uPUrj4EbSGBu926MAgOCaZNIiVZsMhO28fXUkIs6YTnQHQzI/JQLpr13cwI3zHvHHT0W0Mq9IW9am7A4FGJ0BeAJcmSeL5Hl6mx2s0hmATi3UmysOd3HlzWT+i3UmIvvLiXvrwnC13J4PPLB59xN4Pz8OXDMHMZJJQhsL20Z9wY7oUXrrueugw6qkSwaBE/HH5wSIQKVPMOzqPq+QBekdDvZS+DiSKh3E7hX1Rdy6DeSxM8bZxRsCVJQr4VJ7rP8Lco/q83p14GE4bsrYtggmBqXQIThrqSi2ACSP90guNPSjT98KyakL4/xsHDClU3IDjd+94Y+8/qFFz/bHgtfWeUvY0mh25wNryWfm+MvcqAYj/Aiar0NAn5u6McNh2KDRcna9BWA9x3Uhz2AorFPs6EjZ/U4dsjHLohpYMOg8kIQd5E/s4oh4QUd1sEfkg0bTDyWoZidUBpr4PX94mmDcZup6lUHRrHA5RQZ3w6y+vfv04sOkq74FMvt2l0q/S0Ettrhxyu1Rn0XDRTZfJmknbFobo/IPQBWWL2XobczKtFv/0qQPltVyh/8Rd/Iar0l/79sgyzf5AVSrFY5PHjx0xOTrK8vPwrGUlefJ3mf9sS3kwXBsZKwhCVQwin1uyyreLtt8/ARE5r6KZ+xmZCBiVnQSiJlMPTM3fEInR9YfZ4et2YTdhxz6N1pSHoNByC5rAfLYE2E8Wv9MUQFYAQadpGr/sE/fOWnbacwN27wNoJEXfWG43zthmilea+qJ/PZQD9ehrnWe0SzVS5miD9IhyChFDa67cz54yx0/d3K437uHLpOu12GufxBTCRhqBzUVEucX74X7zu9jCbJLx83eCzl0DnTuY8wOrC3uDi7EcSWo7BZy/vZYWdPOd7g0UD7flpm0vsmfdyyMPrTh9ezPXIfVrkbIAsgXEvc7makgSYePcvg4T6Zgbvk8r5TAfo3zDRnvY4tTwDif4NC/ezMirnN1vSW1laH5fQAHm4J7+dpfFRER1QT2/K3s2x3/FoyRK646NqMtF38ux2fFqKhOaHaLJE/BtZDgYBdVVCcUMMCdLfyLLvh1QAzQ8xpJDcGxkOQ8SdvwIsxsm9luXgsENhp4WiSQQjNuWpGqokU95ooWoymAb5tzKUyg4nK3VkBZSETu5emmrb4+hxFUmSMSyZseU4/abL4VqD0A+xohoTV5L0uy6HL+q4Ax8rpjF2JYbfD2kc+KhYjEzEGFmK0O23OXjaoNf0UAyITERoNhTKmy69louswvhynMmrSV619TKgnLoW/0PRnby8XklA+aoKJQxDNjY22NnZ4ebNm4yNjf1ar+N7Ps3/dUsckqcroooB79YFz6D4kH201z471OW0jmrrIkIVBBBlTZAQGo3hXtf0iXkB/umgVRq2zfr+eeSpPBQLdi5EnkqCBuvXHYK6COEKpRBlMoLU8M4ptAwrnULv3F5dAm0ujnex0pEQQ9GDtlD8n163lBTK+4sAczVJf7MxtP0WB6x2JSmqn4vahmvDmckpmDC0Yb9oHcIQOJ5d3tNupXAeXwYYAU7nQ344BafKpT39ZkpUK+FLz/eg/MXH3n9p72UgkqAzq2Ct9s6NLCWhxxhceD4JAU75x9WzgT6ElPMO6QdlpPCsUBxWTpfBRLmVxPvscsUhfSNPs9Kn53RIqzJRRaK5rLJfamIPZBIKpDUF72aMihfSGQREFMirMsrdNEeKTKPvE1UkRjUZ9VaKI1OltN4gHLHQQ9CWYxyqCuWtFn7CIJGx0BdjHMkSpa0Wji4Tv5rAXExwREh5s8UAUcFFFmMUQiiuN3F6PpGkzuS1JM3SgOJ2G88JMCMas3fSPLh/SLneARTCEGbvpeg1PQ5X62LOGMLU9SReP2DvcY3TPvDochxC2HpYPZV1kV+MoagSG59U8P0QVZMZmYthRjRWPygx6HropszIfIxE1qL0SRdNimCPKMTHFOTIgPX7BfqNAFWXsNMSI8umiE94xdarUqF8XeuVA5SvGso7jsPjx4/pdrt84xvf+LURXJZkJjZNBsXy2YwDU0Ybi4i7+tM9SxlqL5oEhGJMa6uoMQPvojFfTEPRFGHiOFxSUoeBd5m1kzORfC6ze/KmcGC9QO2Ux238lkdYP2UkDe3vGy5B8xw4WhGXRKV/CUyUmQhesXvZRnw2JlppF/a0uRjeceeytfhsjN5OHXkQnm4JyvTBZc2CuhRnsNVA8kSPUAJhwLfZvCyyu5IQLK2LQHQ1IezQL6qaryVxn18GHfX6S15XgHI9+QVwUq8nBYhdBI7rKdyn1csgdj2J+xI4tUfB3vHOwWT4WOfxZSGffCdN9WkN1QkwhzY10u0M2maDruNhyyFIEpVRn3Cjij4IiMnDauJmkkp5gD8ISKoSiiQRXI1xbECp62IqEg0vIH4jTW/Mxu02GVgdWn0fdTTgUf2YQVkhF9GRe9AclxhkLY5WG+hjFoOaQ3g1QXE8wvFKHVmW0eMy+ZspGh2f46eiZWfFdfI34rT6IcdPa3hOgB03GL2eoO0GHD+r4XR97LjGyPUkvSDk+FmdXtPFTmiMLcXxnICjtTq9hoMV1xm/EsdzA/oFBcXwMW2FiatxAl/i4HkdpxcgKxLTN5MomszOgwq+J1p90zeSWFGNjU8rhH6IH4RMXksSz5q8eL9IEAT4bsDIcoLUuM2zn5zgDI1J0xM2mckoqx8U6NYdZBlSIxYzN9NsfFJCD8HMQKD2iUz2ePTkAZqmndnHf1U+yW97/SZZXr+L9bv/RPkibfhlQGk2mzx48IBYLMY777zza1vbh0GI86MTskXj/HDRJfSZuLAxucBI0qeiDNYbcAompow2HsG9kE+NraBlTCEKO10RBSWqY9cuAEdMQ1YVkb8+BCwpoSEH0rm1CSClDZG3URtw2g9Tcib0/HMwQVQ6esUndC7sjdsEVeeS3kGZjOCX+pf3pqJ4hd4lMJGnIvQPWyiO+FkDQpSZCP5J99J1ynSUwV4TeRCeNogEe+ioeznP4nTvgthNnYvhHXQvteHU+WF2xYWwJXU+Jhx3vct73lbrsop7MSZEgJf2hv5hL+05641LKvNW2scsSiLU6/RzWYzRW2ugeMHZ36W8FKc0alP5vIzhhYxqMvZygsKoRWWlhuYFYm8+SiMn0/q8hu0Kd2dlROIk4jM49JHdAAmZ9HyU0nSU8kYb1wuRl+NEFmMcByGFzRZeEODNx8neTNIfBMSf1+jHHdq+Q3e+w17fx//ExTB1Attg4tvT1N2Q/SdVJFUmDGBsMY7rBOw9rSENzUZHFqMQyuw9KUMYohkyowtRZEVi/0ENd+CjWQoj83FUTWbz8zL9tocRURmZj6GZCtsPqnRqLmZUIzcXxbRVth5U8XoSWlwmPxfDTmhsPajRrg7QDJXR+RixjMH2gyqt6gBZlRldjJEYsdj+vEqvOSAMYWQ+RmbKZuPTCoOOi++G5OejjC3FWP+ohNPz8AYBuekoE1eTbH5WotNw8P2QzLjNzK0UWw8q1E56SEhEEgbpKzqKbbO8vEyj0aBSqVzKJzm1mP9d5I8EgTA8vQgovu/T7/f/EVC+rvXyUP7w8JCVlRXm5+eZn5//tX/pYRjS+eEBzmelcxGgKqEvJIZK8eGeJqHNxASYhMODU5fRpmOX9A4YXwIwQ1qodxFgbAUlY+Ltnps4ElXFrGbvQqUT15BNVYDOEEzkuCZEexcVwgkd3BDDOT8MpbQBXf+yKC5nErZcwvZlIAobzqVAIvIG/ZMWmiOfgUQn4hEpdpF754e6NG4xOGmjXAATedIWgHUx4Gg6IpIPL1REyoQt5kEX3ovYG1x+7ISNXx1csk853buoxFYmbJGDcQGcmLSp2Cq9jktSkUU1MRmhktBptj1Sp62luMdJUsU49kkoAUlVRhq3qUxEqT2tE1EkcqoA4+pSgsOVBtJ0FLk6gCmbylKCw2d1wryF3PVQJmxqUzG6a3X8bBySPkFW48hyOH5eZdB1SWU14mMGR9M21c0Og7aHHdeZuBLHDwIKa006TQc7ppGft+k7HkerTQYdD9PWmbw2QqF8TLXmIksyg66Dl26yulrFrZjI6OiaxsztFIous/NQULh9N2DyWhLDUtn4tEwYBnhuyNRiEjOusfZhiXAYK5CbihLLGrx4v4DT85FkiexkhETeYv3jEp3aANVQSI1ZpMdsNu+XaVb6SGpIctQmNxNh436FZrGHZikkRy3yCzG2PitTO+mh6jLpcZuRhTi7D6vUTrpIskR6wmZ8Oc7uoyr1Ycs4NW4zeTXFzsMa9WKfwA9IjlpM3Uyx97RGo9DD6fskRy2mb6c5eNGgetTFc31iGZMr38jTCgr4voyiKGfJiUtLS/R6vbN8kt3d3bP/flq9/Dby3E9vnC8CyilN9x8B5WtapxVKEAS8ePGC4+Nj7t27Rzab/Vqev/uTI3rvH18CDn1pOB847ZcbMvJsFGf1vDJBl9FmY5dFdpqM+mUAMxEVM5gL1Y82GhGzitM9UxHCsZ2XQCep4+11zl5XigxBZ/8C6ERVlJh2Pr8BAUSGgn98rpWQYppIhbugdJbiGrjBpRkMMYVBo4vuKOcq87SOPZCQesHZW/YTMkGlgzaQzsBEGjEJm+4lQJBGTYLa5SpJGjEJGu6lGF1pzKLX9VDqg3P186hF1w2QqgN0+fw1OkBYHWCd7uVN2pqCX+8QkUSVG2YMmvdyHD+pIvshYRgwNmZTu5cRg2EJ4UIQCTheiuDVTEKjCQOfWF6ndTfL3vM6ekIjbLik8iaN21l2n9WQVYlQUsl+P0tflth5VBFkEEMhey+DYyjsDuc1uq2QvZZFNWUGn1eJR1SUFETHZEr9JoWPdgldGTuuk8unkBSJ49U2/ZZPJG4yMhdFMxX2n9ZpVwcYEYXsTATVkKjteTitkGTGZnQxTiSlsn6/SKfTxQ86uGmX42KbfkHH74uDdPxKnFjGYOdhFbfv4/sh48txEqMWW/cr+E6A5waMLsbIzUZY/UCozH03YGQuzsh8jNWPivSGjhDJEYux5QQbn5ZoFPvCM9UKGb+WYOtBlfpxF1VXsGMas7dSbD+qUjnsohkyVkxj9naKvad1yvsdNE3GimtM30xxtNqkuNNGVmQiKZ3pmylONhoUd1oEQUgsbTBzK01xu0Vxu407EGyw6RspKocdTjZbOF0PO6kzeydNfi5KY/34S0k7lmUxMTHBxMQEQRCcpSvu7OywsrLypemKX/c61cFdBJROR3yn/xFQfo31ZUr5Tz75hCAIfq6Fyi+zuj89pvujw7NDPZRE3OdFMEGVYOJUsS19OZiAyMKYil5WZ1sKykREaEiGy1NDtJHLQ34s5YsVjKUgZ8+rFQkJLEWowi/OakwFNfPynoyaMMSc43SdgtPFsKWIghLTL815Agt6wQC7r57rIqIqkiqjVIf0M8A3wR24mH3xxx8CRGRkN7zUhiOpCQuPi8CR0pHcl/YyOu3XcxT+1110P2BUl9GyBs3XcxT+jz00V7SRzJxJ8/U8Jz86RHUDRjSZSNag8UaOwgcFJCcgr8skUjrNt0c4Wm/QHQTYV1PYeZNm3uZ4rUG34yLNGHRo4M+PEJRV+n0HbTbGyFyUTlTnaK2B5wQEIzYj307Qi2ocPBNCPs8Jmb6ZQtZkdh9XAQnP8Zm6kUTVVbaGYBL4IWOLcXRTYf3ToVOBBCNzSZJ5i9WPJdKJKJ7vYGZDys0C6w+PkH0d09bJj9gk8jab90t0G6K1lJmMEMvq7D6q0a156LaoEBJ5g51HVZwmxBNRMhMREpMaG5+VqBf6BHjYWZlu6FP+rEmn6iMrErnpKNnpKLuPq7QqfcIAcjMRRhdiwxaUg+eGZKfsIUiU6TYc3L5PZjLC1I0EO4+qtCsDAj8gkTcJFZeDp42z6sKMKCy8kWP3aY3SbgdFkVFUmcW3cxy+aHKyKdhgsiox91qa8l6Ho/Umiiaum76dol7ocjgUXJq2yuSNJJ3GgP2VGoEPZkxl6noSp+9zuFJn0PWxIiqT15JM30whSRJBEPzcakOW5bPqZXFx8VK64t7eHrIsn1UumUzma6tePM9DluVL51+n08E0zVdivvOrrFfmXZ/myrfbbYIgIBKJcP369V9I9f6LrO4Hx3T+bv8SzbSR9khttC7tBdMG0labM/qoDNp8XFBtOb9OO03uO10KqBNDgDldmkQ/GqDtnwvlJEsRtiMXwESyVcK0OlROD1/XVlDzFt7OBZCIKKgZ6xKYeGqIln6pgrEU1Kx1uZVmyuKxF/YCDbqaR7R54c/AkFGSxqWEP1+H7XiPzJGJpoAiSXhayHa8S2pPI6bIGLIEpkz/ZprGj46IKzK2LBGaMt3bGap/fUBclYkrAihb3xhl+3kdbdLG32vjxDUG3xhl90UdxiIEhx28tE7n3VF2n9fx0yaWHxKmDdqv5djfaDCwVOychZTSad1Mc7DVpFt3sGI62bkIckTj4HmDTm2ALw1w1CYLV2doHPjDO3+V/EIcNaGz96xGq9LHsFVGFuKocY29ZzW69QGqpjC2HMewFPae1ui3PSQJJq4ksGI6u09qeAOfIAyZvJokmjHZflAm9EM8J2DiSoLkqGgZBV6A5wWML2YYmY/x4oMCyahDrztAiXgc17fZ+t+PkXwNXddI5qOMLSRY/7RE8bBOKPnkxlLk5yNsP6xSP+mhWyqRlMHoUpy9J1W8lkwyEyOa0knPq2w/KtM4dkEOiKQ0jIzBzpMy1YOeCHsaMRm/kmD/WYPqYYdgWIVMXk9y8KxG9bCH7wngmL6R4vBFk9phB2cQEM+aTNxI8OiDE6p+F7fvEU0bzN7JUNptUdptE3gBelRl4c0s1YMuJ5tNkIRz8+KbWVoVh4OVGrIMYQAzd1IMuh67D+viOmDiWhJZltgcBmrJMowvJDCjKs9+XMDtB2i6RG4uysIbWZSh4eOXeWX9vHWarjg+Pk4QBDQaDarVKnt7ezx//pxYLHY2e/l1qpev8vGKRCL/IPPk4RUClFMLlbW1NQCuXr369YHJRyd0/mb/MkV1KUli9YL6WYLBmIK21eOiFkFfSorZyumSQV9KfMleUijZL+xpc3Giaxf2FKE1uWgnggJeUkY+uPC6moQ6EhEmiafLkNFyNu7OZSAaqAO0o96lPTln4u60zjUMERXyFs5W80zD4KkhzZhPvKKc8V1DQyaYieK8aJy1m3wl5MFkB3uQoeh2cJHJWTLOP5tGWmtQ9Sq4YcCIKfHZSBNvZUA6kHCDADOi0Pv+JAfbTUJNwnMDLENh8L1x9reaSFLIwFCY+B9nCKKauPOXwFMk8v90AhIGm0NlfCBB/JujSBmDjftC9yKpEsk3sihZk83Py7gDH1VXSE9EiKQMtu5X6Lcdem4H7D437i5SWOvRqjpYUZXsdJRY2mDvcZVmqYcZ08S8IGuy86RKqyQAJjMZJZG12HlSpVHqoxkK+dko8bzJ3pMazXIPRRHU1kTeYvdJlfbQPHFkPk563Gb7YYV+2yXwQvJzMXJzUTbvl3G6Hp4DE4sZpq6nWP+kRKi06PUdXLNNqV/n6K8L9JoBgRsyuZRn8fU8W5+XaRUHKIqMaatMXI+z/ahMdb+HqivopsL8a1n2n9XxWwbpjIWkQfaKzO5KldaRh6Ir2DGdzFyM4laL4nYLZIloQmPqRpLyXlsc/iHYSZ2pG0kqBx0KW008JySS1Jm6maRx3GVQkZE0X1x3PUWn7nC02qDfdrHiOlM3Ujgdj8PnDQY9D91Umb6ZxHNDDlbqeE6AJMtM306iGQrrH5dFDHQI0zdSRNM6z98rEAYhvhswfjVJZjrC4789EmAeBOQm4lz71ii6eX5uBEHwK+nUzr7GskwqlSKVSrGwsMBgMKBSqVCtVs+y4S/OXnRd//lPOlxfxvBqt9tfW0fmd7FeCUAJgoBHjx6dWah88sknZ0lmv+7q3S/S+cu9S7oD7WoS93n9vMUjQScP9qF3NhtAFhYol0AC4cXlXPQ9ArTFxBevW0ictchChADu4t7p6w7yMvrR4Px1JWFGebFthowwXXxpTxmziWxeaDepEs53Jzj+33Yw/ICcKiMbCu53JzgctpHymgwabF8BbdOg4ziMaDK6rdL/vTFOPiwgDVtLuiHxdLqPrY3R6/tEFhLIOvSupjnYbdNuu5hLCTRLwVlKEt9uUG22qOQdHNmlmB7gfL5HOFCwp6OksxbOZJTD7RbdhoMsC1GbFdXYf17H6fmEQcjYlTh2XGf/WRXPDfBd0fOPZU12HlUIgwB3EDC+lCCRt9j4rETghfhOQH4pRmrMYu3DAp7r02g0MdMhN99aZu9Rg0HXQ1El4nmT9LjN5udl2lUH3VRI5Cyy0zG2H5ZpFnrotko8b5GfjbL9uEq90MOIqCSyJiNzcXYeV6gdd9EMRQykZ6PsP6tRPeqgagqpcZv8bIS9Z3Xqx10kSSIzGWF0Mcbe8PnCICQzYTOxnGTncZV2dUDoq4zPx5m9k2bj8xOO61V8B9Soz0Av8/i9Nk5TxvcEVXbutSwn6w0aJ4JRqFsys/eS7D+vUtzpCP2FLHHtnRFKex1ouyRSEn7gk5jxWX20T/dERtMVdENn7GqadnXA/koDWZFQVJmp60n6XZ/9lTpBEGJYKhNXE3gDn6PVJr4rY6ZUJq8mkSTYf1aj1/IwbI3xxQS6pbDxqWid6bbC6EKMSEJn/eMS7foAdcj8So6YrH9cptdwQJYYXYiSnYmw+n6RftsjCELyc1EmryVY+YkgDvhuQGYqwo3fG8WKXT4zfl1AeXkZhnGpemk2m1QqFfb391lZWblUvcTj8Z9ZafwsyvA/Vii/xjq9C7h69SqGYXylE/Avu3qfFUUO/EWV9EsgEUrQzHrEC+rlQ/1KSugi4PLei5f2lhO4LwPMlaRQ3l/cW7oMJmEYUpyEyK6HJkvDaPmQ4I0Rmh8ViMiitRQSErw9Rv29YyIKaKd73xqn8neH2ApYskQohXj/dJrdw7aoRg47RCXQf3+SrZ0W5C36O02ihDRuGni9CF7GRW449DWJ8Duj7Oy2cWM6Wt2hq4bszXlo0ij9to9uqsSnIkRGbfae1s5aRqnxCJFRi72VGu2qQyITIzVuk8ibbD48odXs4NHH0RrIUgTvSQunLWFFdNJTEaJpg4PnDRqlHpqukJ+LEUsbHD6v0yj3URSZ0fk4iazJ/rManYZzRotN5C12H1cZdD18L2RsPkZ6wmLrfpnBwKVWahEdhdvfWGL3YQ13EOA5Afm52LCNVKTf8QjDkHjOZmwxweZnJdp1cZhFkjoTywm2H1apFbqomowV1Zi8lmLncYXKQQfNUrFiGlPXk+w+rVHe76Cbqrgrv55if6VGaa+NqsvE0gbjVxMcrTYo7baQVYVEzmTiWoqjtTql3RaEEvG8wdSNFAcvqhxt1ZEChfGZJDN30+yvlykVWgx6PpodEMZ8dp75NI89nJ5gN83dSdEsOpR3BePJtDWm7yQoH7U53mwS+iCpEtfeGWPQ82ht1YhEPDzPQ887vHi2xqBgoaoKiqIydTOJJElsfXrqLhAyuhTDjKqs/LggqgsFcrPRs0qi13LRdJn8bJTkmMnaR0XatQG6pZKeiJCbjbH+UYFWZYBmKqRGbcaX4qx+VKRR6KFoMqkxi6kbKTY+LtEoiio8NWYxczvF+sclmsU+QRCSGLG48k6eeO6LefBfZr74da3TdMVkMnlWvZzOXg4ODgDOqpdMJvOF6uX/bKJGeEUABWB2dvYS6+HXzZXvPyzT/t93vwgmF3UmQDPpEC/rXLwf0JcSYlDPS4+9CCbyF8EJWUK7ksC96KSLhDtvwmr9ktne6qyD09Gw3ZC0Amldwvv9SU6Oe/TcgKQikdckvO9PcVTs0Xd8YprEmCrjfn+Sw8qAgR9gBxITWoD3z6Y4LPToNl0CW2Ps98ZRRm32dtq4A4+WP8Cb7WNfm2BQUfF9DwfIf38cddxm60mdwAvpex6N6T5MRPArScIgIAwCkiMRUqM2W5+XcQcBkgTxrEVqTLRzem0XVVOIZ8Wd/+mwOJmNkxyxiI+qbD4oUS90CGUHT9eJyB7bj1t0Kj5WRCOeM8lMRNh/VqV63MWwVRIjNqkJm4PnNeonXRRVITtlk5mw2X9eF7RTRSY3FSEzFWF/pUHtpE273SExrnPj7TkOVxq06w6+F5KdjjI6H2f7UYVey8XtB2SnI0xcS7L9qEy34eL1fTJTNtM302w/qtKq9CAIiaYM5u5k2H0i3h+ShGEpzN/Nsve0RnmvLYbKmjAhPHxRp7jTRjdlFFVh9k6GwnaLk60WmqGgGSozt9NU9jscbzSRVRkzojJzPUVhp8bGowKaqpAajTNzK02rNKB15KMpJolxnfwVi+pJg5PNBk7fx4gqWDmVeqVDYb3LoONjxXSmbyTxnZDjtRb9ltCVjF2J4Qw89p/WcHqeeM/38thxg43PSvjKAM/1kRNN9k+a9A9NpFBFRmbiepL0uM3Tvz8R4kMvwEwFjC7EePJ3xwyG7gzJMZux5TjPf1KgVXWQFZloymDmZorVj4rUC31UQ8GO6yy8kWbtkzK1ox6qIWPHNBbeyLD9oEr5oIOiythJnfnXsxw8a4hKC4gkdRbfzDIy/+VC56+7QvlZyzAMxsbGGBsbIwzDs+rl4ODgbPZyCjDxePyVcRr+OtcrAygX1y9rYf/y6j8u0/pvW5f2tJfmHiFQT7kkay+ByanB4oUVfmuM/Z8eY3gBCUUknYXvjrHzcQHdDUirErIkEXxzlJ37JVTXJ6vKKLLEwQJ4RwN0NyCvyqiKxPpEl64aR7ZMwjFXtHXeynPYdKk1HSIzUQI3wL+X47DuUK0OsJcSyD54N1Mc1R2qpR7mUpJ2vU79RppmzaE+5PnnZ2LERi2ONpvUCh26/Q6h0eXqnXlahYBGqQdSSH4mRiJvc/iiSa/p0O8NGGh1pmdzeDWLgevg9gNG5qJkpqLsPqniOQFu3xNzgNko20OA8Ryf/Eyc3MxwNtATRpaxtGgPbT0og6OTSOkk8gaRUdh5VKFdGSArEqFukMto7DypUD/pY9oqdlJnfFkMmquHAmDshM7YUoK9ZzUqB210SyWaMRhdiHP0os7JVp3eoENqNML1t6Y5Xm9SPuggyRKpUYvxpTiHL8TwOQwhNSbujPef1qmf9PDdgNSoxeTVFPvPajSKPdy+T3JE3C0frtapn3Rxez6JvMXc3SzHG8Nhth9ixRUWX89xvNGguNsWppCyxNLbOYq7bY7XGigKhKHE3GtZqkdd9p/X0DQFCJm5maJ01GT9/gmmpWNaFtPXxZB676n4u9RMhcnrSSQZ2scyhmYSicqkZzV6/Ta7jxsEroRpqyQmTRRDYu9BXYCJrYp2U9xg6/My7bpo9+VmI9gpje37FXpNF0VRmbiWIj8X5cWHJ3j9Pr4/QEt6tIMBxz+s4nUlwhCSYyZOpM3z9wpD8aFPZjLK3L00ax8K8WHghyRzJktv5dj4rEz9uIckSeimwpV38mx+XqWy10HVJBRF4so38xyuNChut1A0BVmVWHgtQ3m/w9F6A1mWUHWZubtpZm6mvvIs+FWG8l/HkiSJRCJBIpFgfn4ex3HOqpcnT54QhiGmaYoI7cEAwzCAfwSU38j6dVIbu5sN6v/L5nmCGyBdS9J6VsM41SsAxZxLtKARSOGZBiK8naHyoIwln5vt+W/nOfJC+raKUh1gKBL6OyMcOAFOVKfbcrFkCfM7o+x2fby4gVQdYMsQ+b1xDjYPMAwVOwiJhFAa79E3M+jo+HKAcSVFcj7G9rManfoARZMxJiKkF+LsrNRolvvoloKZNkkvxtl7XqN20sOMqETTBrVMjYOKg9t0sWIakaRBZjLC4Ysa5YMOPbeFbPrcevsq1d3e8BBWSORtkuM2J+tNasddBm4fV2mzdHOKfkmmUeyInv90lPS4eL5muU8YQn4mSmYywt6TGp2mi+8G5GZi5Gcj7D6p4nRcBv2A/HSEseU4O48qDDoevuOTmYoyeS3J9qMKphJBiZvYGQ17xGP102P6TR9V0VBsk/xiit1HVWrHXRRNQrMUpm+l2XtapbLfRbPF8HnmZpqDlToHG1UGfo9kJsaNdyc52WhR2m6jGQpmXGPiapLCZpPCdgtZlYildSauJSjutCnuNEGCWMZk4lqawk6L8n4bzw2IZ0QLqrjTorjTwh0ExDIG0zfTlPfbFHeF/iGSNpi5kaZ20qWw3cLpedgJnbk7GRrFHiebDXw3QNEU5l/L0Gs4HA1NSX0vYOGtHNVyk43PCxiWiabqzNxMEQIbn5WRZEFLHl9OoGoyLz4oCFayLDG2mCQ9ZrHyUx9L1wj1gMiIRHNQYfeHZUJXRTdVkmMRctMx1j4qCsW7pZIct8jPRdn8tEyrNEA1ZJKjJiNLMbY+qdCteWiaTn7GYupmnLVPirSrfQLfx4iDkvFprysogz6BD4kRi/nX0mzdr9Ao9URyYtZi/vUM+89q1I66+F6AndRZejvH0XqT8m6HANBUmSvvjlDe7XK03hyq/EOW3sjRaThDHzAIg4CpGxkW38qJa75i/TYrlJ+1dF1ndHSU0dFRwjCk1WqxublJq9Xi/fffB+C///f/Tq/Xw7J+e8FfOzs7/Lt/9+/44Q9/yMnJCePj4/ybf/Nv+NM//dNfimBwul4ZQPk6Uhu7DYftz0t0nYD0kKIa3MlQDKHrBqRkiaQGhckQPzPK0X6RxGlr6V6WoirTdoUH06gm47+e51iVqOx3kLMWmcko8mSEo45HvdgljGnkJvMoYxaHDZd2tY+vSuTfHUUbs9kr9HF7IV4YElxR2DL6WNoIiiPT77jkZ2LkZ6PsPq3h9FzRkpm0GV1IsPukQr/rCkFXymR0Ps7Ooyq9toMsQSShMzofZ+9vD5EDB9u2MKMaY4tx9p5VqRy1afdamFGZe9++ytFqk+pRB8MW/f2xxQT7z2tUDjq4QR9P6nPr7Xnqhx6V/TZ6RCOa0hmZiYov/H4HTVdIjFpkpiIcrTeoHrWRZJn0mE1+JsLhaoPaiXBZzgz75AfP6jRLAzwvGP5sccGCqg5wez7pSZvpGyn2VxpEdRnFdDETIXrW4f7frxJ0VWRU0qMRZu+kOVipUTsSFZZuqILJtFLjYK3CwB2QTMe58c1JjtcEcGiGjKTA3O2UqBA2muimgqzKTN9MUT0QWgdVl9EMmckbCRqFLsdrDSRJwo7rTF1P0yz1OFprEAYhdkJn6kaaVqXP8XoDp3fObuq2h+ymjmA3TV5L4vQ8Dp7XhzYmChPXUgR+yN6zGr2Oh24qTN5I0mzU2XpQRpNNFElj6loS3VLZ/KwkGE8uTN1IEsuYrH5YOFPBj19JkJ2K8PRHx/ieT+CHjC4kmL6R4unfH6ErLl7godg+jeCQo/+jTNBT0HSNSMpg/m6OtQ8LtMoOqqVgRzXm7qbZ+KxM9fi8BTV3N83ekzqdso9pGNhJjfEbFrsrFfpVCehhxhTiUwZ7z6qU9rv4TkAkYTBzN0Vpt8PJpjCatBPCVLJZ7nO03sDpiVbc9K0Ug47LwfMavhMgqxIzd4X4c+dRbWhXIjF9M8WN3xs5owd/1XpVAOXikiSJeDxOIpHANE0WFxd59uwZhUKBv/u7vyMIAv7Vv/pX/MEf/AE/+MEPmJyc/I29lxcvXhAEAf/xP/5HFhcXefr0KX/0R39Ep9Phz//8z3/p53tlAOXi+lVaXu3agPVPi9Q7HnpEo9NzidzJcRzRqBx10BMqrbYHcwbOaIbqYQc5LaH1JILXchzrCuX9NpH5OH7Dwb+e4kiVKG93sGLiEE7NxSnutSnutTEslWjOIDkbo7jfobTfRtWErURyKkphv035oI3vgGR3kOMacXWSZqFPGHpkJqOkJyIcrTVpVfoEXkB2Jkp2KsreSpVu08HpeuRmBMV0b6VKv+Mw6HrkpqOMLSbYeVLDcyRUQjHcvZJi50mFRrlDvdYgNWZx65159p7WaFXFUNO0BRNn94m48+/22ygmvPbtZQqbbapHXXRbRbcUpq4l2V+pUz7oYEU0dFth4kqCgxd1yrsdjIiCFTMYW4pT2GpS3m2jGArRlM7oYpzCdovSXksML/MWI4txTraaVA47ECD0D0tJDleb1I47eE5AalQATHG7TU9u02OAFg3o62U++/sqQVcHXyU1GmHmdoqTrSb768KBNjueYPmtEUp7bcr7bcIwRFZklt7KUdoX+gdZkQgCWHo9Q+24x8HzOqouE4YwcydDu+yw97SGogtR69T1FL22w+6TGrIiIWsSk9cSeI7H3pMqYRhi2CoTV5KEQcjekypOX7jwTlxJICsS24+q9FouZlRlbDGBYalnYkHNUhidj9P3Wmw/qCL7BrqtMbqQIJ412fisTOeUEbcoKMjrn5botz3CIGRkIc7ofJzVD4u4Ax/PDchPR5m+mWLlJycMuj6BF5CfjrP4Zo4XHxTo+R380MNX+/SsJp/+dYNBXUJVVQxT5dq3xth+MJxnaDKyLLHwVpr9lRqFbTEnUjWZudfSNE769EoSsiwRiVtkl1XKxy2qmz6SJKNbCpl5nW7D5eh5HWcQYERUJq6Jz2v/aY1B20W3VEYXYxi2yvrHJXotF1VXGF0Q5IsX7xfpt10kSWJkPsLN3x9DM37+8fWbHMr/uut0KK9pGnfv3uW//tf/yr/9t/+Wer3O7du3+Yu/+Av+7M/+jIODg9/Yz/CDH/yAH/zgB2f/e35+ntXVVf7Df/gP/+cClF+mQunUB6x9UqBdHeD5IdF7WVJzMY722jRLPZqNFl6kw9Xfm6ZZV2kVukgyDLIKg0mdPVeicdgRvdqYSvY74xxsNKjtddBtFUWXGV1IcLLRoHLQwYppqKbC+FKCo/UGpb02dlzHsBTyc3EKm01Ke21kPSBU+8SyOil9nNKe6PnH0ibZqRil7SblvTayJpMat8lNRChsN6keCqpnejJKdjrC8VqT+nGXMITMZITsdIyDF3XalT5eD5JTGiPzojIpHzdo1tqMzCa48voU+ys1Oo0+Tj8gM2ExeU0wj+qlLo1Gk2hG5fa35jlaa9Es9ZEkMC2VmVsZdp/VRbtJkVA0iZlb6TOA0Q0ZSVGYuZ3i8IX4DHRbRdVkpm+mRWtpqyXAyVCZupaguNumsNlC1WXMpDhUSvttittNJEUiljGYuJKgvN+msNMk8BHAcTNN9bjL0Ukdb+Agmw5tqcnTT+t0igG+C7nxBLN3stSOexS2Wgw6HpGUwcytFI1ij8JWE3fgYUZ05u6laVUdTjaaBEFIEIQsvJ5l0PY4eFEXue5eyPxrGTzXZ+dR9Wxv+nYakNj4tDTcE5YluqXy4v0TwhAUVRqaJBq8+KCA2/PQTIXcjDBEXPuwSKcxwLBUslNRHLXF3sMmimdh2IIFNTIfFUymch/NkEmNifbhxidDuxNZIj1pM3k1ycZnZZpFkamSGbOZHrKg2rUBvidAeu5uho1Py0Ld7kJ6NMby23l2npYpNlu4boAvd4lmBzz7eIf2SUCIjKIpXP/OKJX9DsXNDvKwBTVzN0m90GP/SR0kYRQ0czuNosgUnrpYtjgwExMylXqJ+oYEoYKmymSG+p+V907otz00QyE7HSU3HeX5Twt0G+6Z59fEkB7cqgxQVCHCvPPPJrBjv1g75lWsUE7Xl0kjer0e8/Pz/Omf/il/+qd/Sr/f/62//0ajQTqd/pUe+8oAys9zHP6q1a4NWP+kQO24hzvwRKtlJkphp0Wj3KN8UkeJutx+c4lW0add7dPv+qQnbALDo3rYI6IN8NyAVNZkbDHO8XpdfBmDgHhUZXw5ydFqnValj6SIoejEVXEwNwriLk7RJMaviKFt7biLi0On0SQ3b+FUFYrFNmZMQ9fFXf7hmqCO2nEN3dIYW0xwstGksNvCjKjYcZ2ROfFzFHfbaKZMImORm41R3GkJIFJE1kN8VOV4syXu1AcDxucyzN7Mc7xWp3rcIfBC0uMWY0sJDlcbVA5bNOttUuMW196c5nitSbPcx+n6YiB9I8XhWo1WqY838EiO2MzcSnO43qBe6BIGIbqlMnsvw+Fqg/JhG0kWd6nz9zIcrzcp7jRRNAUpgLm7aQo7QiRnWApIEjM30lQPOhyvNtFMcXBN3RCH/9FaE0WVMWyZyatJmpUBx+tNZGSS+Rgzt9LUik02H5UI/RDFCHDNOrsbDt0C+A7YcYPJq0l6bY+jtcbQgl1n8loKtx9w8LxOryks2CeuJQn9kP2VGk7XQ9Vlpm6mkRSJ3Yc1PFc4D0/fSmFEVDbvi6hj3wmYvJ4kljVZ+6AIgO/5jC8lyUyKFlQQBARBSG48Qn42xrMfH+N0XWRZIp4z8awGR497KJ6JbirEsibTN1OsfVSgXuijWQqRhM783Qzrn5aoDnUvkYTO/L0sWw8qVA7E30I8YzB7L8PuY0FYCEEw0+5m2H9ep3LYwXcDoimTuXtZClst6kd9JF8hmTGZuZuiWmhycthm0PNRdEjOaRzvlChvCVdfRRODcAKJo+dNQsT8JzYBig6bHw2FqF7A5NUUo/MxHv3tEZrq47keWiKg4R1x8FdVQldClmTiOZuZW0me/f0J7aqYI0aSBotvZnn+XoFmUZBNrKjGvR9Mksj94jOGVx1QTPMy1fll6/qX//tvem1sbPDv//2//5WqE3hFIoBfXr8ooLSrfTY+KwrzOD8gOWKRnbKpHnU52W5QOCphJkJuv71Mu+xRPWzT67ikxixyU1FaRY9u1afbdEmO2mRnohxvNmmU+vSaLqkR4Yp6tNagVR3Q73rEsxbjV5IcrdVo1wQQRdMG09fTHK7WaJX7tJpt+oMWt96dxalqdGsesgS6oTB9U7QOKgdCmyCrytDOok5xt4VhKqiazNS1FCcbTYpbLcyoimEJj6LSTovCVhPdVrCTOolxldrxgO2nx3iBy8RcjtmbeYo7TU62ha1MIm8yupiguN3mcL1Co94iPRFl+bUpitstKgfC+TaRNxlbFhVW9bBLr+2SyFlMXktystmkdthl0PaIpgymboohde2wi9PzMaOiJ17ab1M5aBN4IZquMP9GlvJ+R2gsxM0tC29kqR53OR56NwUBzN5J0yj02F+po2gyEDJ1I0Wn7rL3tIqiSciqzNS1JK1am82HJXRNIZWJc/OdOTLpLNUdl3azR9/tIiU61Kp19p5W6LdczJjG+HICWUHMLpoOVlRjdCGGbsjsPK7SqTuopsLoUhw7prP7qEqn3keSJEYXYkRTBlsPKnRbDr7rMzIXJZmz2PyszKDr4fZ98rNiLrb6QQHf9XH7PrnpKFM3kjz/6THOwMNzAxIjFkGsyfGTASomkgSRlMHCa1nWPirSKPSRFMGCWn47z8ZnJcr74m9GUWWuvDPC7uMapd02miFj2CoLb+Q4WW9S3G4hKzJmVGPunmBGHa83CLwAa/h7ahbFTMjpBxgRhembKfxBSG3XBU8hlrSZvZVB1w0OVlq0aj28wCU2CpIWsPuoxqAnQEJNOEwv5dn5vI7T9/GcgOxUhPyCyDDx3YDAg/x0nNd+f5GwmEYKFHwfJNPFiRb59C+3aJS6EIYYEY2r3xph9cMitZMusiqhKDJ3//kEuelf3DQxDMNXHlBeZqB9XWmNf/Inf4IkST/z34sXLy495vDwkB/84Af863/9r/mjP/qjX+l1X5kK5eL6RVpe7dqA1Q8LFHfbWHEVRZUZmY1TOepw8KJMZ9AmmY1w7c0ZqocdituC3RSN6+SmY1QOO7ROhKgtMWKRm45S3RMHnyRJJMdsctNRceAetgmDkNS4qH5ONpvUTvr4jqh0RuZiHK01qBe71MtNtHjIzbcXqB0McFoB3gCiUyZTV1McrolWle8GxDI2U9dSHLyo0yj3hAI5ojJ9I83Bi1ONhfgyzdzOsv+8TvWgg2rISJLMzK00jz+o0TwRVuHpVJrZ2zkKmw1OtlpYMRVFUZi4mqS012J3pYwXumTHEizeGxW+SlvCpC+aFhTd6mGXk60mkiwTSwuPp8pBh+JuC98NiWYMJq/GqRy0Ke22cYb531PXktSOupR22/Q7HrG0wdSNBI1Cj+J2i0HXI5LUmbmZoVXuU9xu4To+ZkRm9m6Gbt0RoruhweLiG1kGXY+D5zVkWcJ3RQuqXmuz9aCIYelosi6U2aFE4UUfO2LiuwH5RRtf6rP3uCF66IpCPC2D6rH1oInT99EthdysAImNT0v0mi6GrZKbjpIatUV7qDrAsDXSEzbZqRgbnxVpVQdoukx6PMLIfIzNz8o0y31kRSIzGWV8Mc7mZ2ValT4gkZm0mbyeYu2jIt0hIy45ZuFH69Q3JJTQwBv4JEdtFt7ICUuVSh/fD4glTQEcT4RbrySBqilc+/bIcJ7RRJEFBXnp7Tyl3TYHL+oomqj25+5k6NQc9p/VUGQZpJDJ6wl8L2D3cZUgEJkoE1eSqLrC6odCea6ZYnaRGrNY/bCI5ClYUY14XkVLeKy8f4TXlZE10GM+V96c5ODzNp26gyxJpMYtpm+nWP2gSLfuEIYQzxvMvZbi+Xsn9FouoSeRytlc/dYIG/eLuO0erhMgmy7GWMDKh3u0TnzCABRD4cb3xpj4JSN8w1AIzn4XtOFfZP0mrVf++I//mD/8wz/8mdfMz8+f/f9HR0d873vf49133+U//af/9Cu/7isDKC+3vBzH+cprW5U+zz84oXbcRdYkJFli8mqKwk6Lg40SA7dLKpPi2lsTgv6518aMqsiyzPhygsJ2i/JuGz2i4LguY4txSrttCtviENYtldH5BKX9pqCdmqLFMDIXo3LQprjdRtEkEqMWI3MxSnttTnbqdNod7LTKjTdnqB71qRx2cPsBZlJibCHO0UaD2nEPb+CRGrfPZjCNYo9B1yU9FmHyWpLjDaEcd/s+iRGLmevCxrtZ7OG5PtGUzczNFDvPijSKA2RZJZNNMX83y/G6sAVXVBlCmL2bprDVZPd5CeSARDzG0uuj4j1vtjBsFUkSfkm14y5H6w10Q0HRZCauxWmW+hytNVA0GTshZiGtspg/hAi22dS1lGA8bTTwXeHxNHE9Sbsmrht0feyEzsTVJN2Ww/F6g37Lw0rqTF1N4HQ9Dl8I3yczpjF5NYU38Dl8LgR7qi7uoOv1OntPquiqgYLG1M00iiGz83Do/jsImLqZIpLUWf9kQCRq4ww8khMqkj7g6Y8PQJKRQ5nkeIzkmMnq+2KYLasSyRGLkbk4qx+c0K47qLoszA+Xk6x+UhAUblPQtadvpQQJ5KSHaipEUwazt9Ns3i9TPRbWK9GMzsztNDuPKlSPBSBE0zp+pMbgWCPoKgR+INTt9zLsPRWCSXcI0vP3shxviDmb63jYMSHsqx50KWy1CLwAxVRYfCNLuzrgaFUw0wIflt7I4rsBO48qSDL4fsj0rSSGrbHy3gmSBEEQMj4r5jqP/+4I3xWC1fREhNG5OE9+dEiv6QjV+ojN4ls5nv39MZIXoOg+iuGTmIVnPz7E66ioqoSVNFj6xggbHxfPZj2n4sOtzwXlPQxC7LjG3OtpDp7XaJ4MCH2IJg3mXhujWmhSOergDkIULSQyKROb9nBd95eyYzoVSv//Y4WSy+XI5XK/0LWHh4d873vf4/XXX+c//+f//Gt9Xq8MoFxcP6vl1ar2WfnpMa1KH7fvkRixmVhKcLxR53CnSL/rMzGXZ+ZmlpPNJs2yYDdpusLktdSwuhBldKhIRLNwsiEG4bqpIEtDcNpqUN5vY0ZUZFVm4mqSk60WpZ0mVkJHUWUmlxOc7LQ4XKvR97rEMzbXvzFJea9DYaslVMBJDT3rCr3CTgtFkUjkTEYXEhR3WpR2W4QhJPIWY0NmVOWgg+sGJPMWk8tJjrcEC8rp+SRHbCavJdl4ckxhr44cqERSIk+isNuketTFHfjEMybTt1Icb9XZWy1DKJFKJ1i4N2xB7bSRZJFeufBGlspRh8LGeQtq/k6aRrHP8WoDzZIJfJi8nqJdcdh/Xh9WSRKT15L0Wi77K3VkRUK3FcauDEHiufB9MqMqE1cSuIOAg+c13H6AEVOZWI7jByH7z+vCRDCqMb4YR1Yk9p5V6TZcoepeiNFs1zh83kQODHRLZ2QhjhlR2HlYpdd2URSZseUY0aTB1oMybt8nDIWVfG46xvqnJWxLwxm42CMyA7XGp39ZR0aBQCY/G2fqRoqVnxwz6InHxrImM7fTvPigQLs2QJIlzKjGwutZ1j8uUS/0UA0F3RJtqc37ZWHHYqjopsLSG3l2n9Uo77aFYM+Q8eM1aNgMasLfzUoIOm5pp01pp4Xvh1hxnZnbGeonXQqboqIyoxrTt9L0Wy6HLxoMui5mRGP6+jkF2ekLxfvUtSSqKbP+SQnPDZGAseU4ybzN8/dPhMGiHzIyH2dsOcHjvz0k8IXiPTsVZe5Ohkd/e0B/mGcTTRssvplj5ccnNMt9gtBH1gJe/+fzbN+vEfbbqBogBZCp8dnfdHFqMrIqo5kKV76Rp7jdprzbFu4CtsrU7SS1ky4nmy0CN0SzFCavJwickOqOQ+jJWBGF/LzF2OsK+/v7vHjx4pdKWXzVAeXLRJftdvu3Kmw8PDzku9/9LjMzM/z5n/85pVLp7L+Njo7+0s/3SgLKV7W8GuUeL94vUDlo47shyTGb0fkY+2sVDjZLEChML+aZWEpS2GzRqvTpt4fVwHKCwmaTVrWP2/NIjtpERw22n3UJ9T6eF4h2zrUUxxtN0c8FVEMV4T/rTWpH4s5fQmL6ZprD9SZHGxUcr088GePGO5MUtkRIkBlVhTp7zuJovU+708SKauLO/2qS8kGbwlYTzVAwIhqTV5JUjgRPX9Ek4hmTiSsJKkcdittNkCRiGYux5TjrT/Yp73YxdQstBokpldJei/K+sA+PZ03xc2xVOdioIvkqmbG4qEJOepR22wx6py0ooQUo7bTxvABzaAfSKjsUtlqEEvguLL6Zo9sYcLDaQFFlAjdk/rU0/Y5QcCuqROCHTFxJ4DsBO4+Gcw9gfFGY5O0+qojcekNmdEHEzG7cr+A5PoapMjIXw7A1th6W6bdcdFsjNxulMahSWhug+CZmVCM7JRIEtx+UadeEF1RmwiY9GmHzQYVWpY+iyWSnIuSmo2x+XqbbGAASI7OJs/hYTerjuR56IqAtHfPpX9YJXZnQl0iPR5m/l2Ht4yLdpoPviRnd8ts5Nj4tiRuVEHRL4do3R9j6vDwcjguh4ZV38uyv1Chut9B0GT8IUNJNVCdGsxigqDKyDHO3M7SqAw5X68Lix1CYup5g0HPZX6nheSG6pTA5bPfsPanS73hnNvtmTBM04pY7ZJJFSI7Ywxabg6oqZKcjjM3Hef5Bgf4wkyYzFRHU4veEVUrghyRHLJbeyvL0x0f0Ox6e6xPPibbb2kcFWtU+nuujWiH3/tkM+49FQqJQrSvc/v1xjjeaHNZrIIf4noec7rH+1KOxF6Io4iZk6mYKVVY4eCpco2VVIj8fxYgoItyrH6BoEtkpm7f/5RxmVFQlp06/F1MWT8HlyzLiT29KX1WjxZcrlDAM6Xa7v9Vwrb/5m79hY2ODjY2NL+hdTluGv8x6ZQDl57G8GqUeLz44Gd75yyTyJiOzUfbXShysVTEtnZG5NKMLcUpDXQghJEfFjKOw3aJ6JFguqTFbCABXSwwaIYrhDltQcY7Xm7QqPQYdj9SooGWebAgWlOsEJPMmk9dTHG80ONoqMRj45CfSLNwbEZXOcQdJAlmRmbuTYftZgU4pJJ4UWofZ2xkK201Ku2KmAxIzN9MU91oUhgN4gKlrKaqHwmZCtxQ0XWX8aoz1J7s0DjyisShWTMfKO1SOO7g1F1VViKRNJq4mOdwuc7ReR1N0kiMRJq8mBH12t4Xb8bHTOpPX07RrAwrbLfotFzslZhL91rBV1XGxYkKc1287HG80cQc+uqkwfSuF5wQcrooqBC9k9k4GJNh7UkOWBAtq+paIo938vIysgueETAwdhtc+LiLJIgcnOxMhmhaCvcAPUXSF1LhFyylTWQ9QMNAshdSYTXY6xsYnRdo1B91SSI7YjC0l2Pi0TKvcRzNVAapXk2x+VqFZ7KPoEsm8xcTVJNsPyjSKPRFvOxFj/rWMAJ1eB98PUCwPx+rz6MdtBi2J0Id41mT+XpbtRxWapT5O3yeWMVh4I8vhiwaVI/FYy9JZ+kZeqOqHuTWu62OMdYnISWr7rrCaCUJmX8vQ77psP6wiK0MV/NUkiqqw8WFBfBdkidGFOJGEwcr7J7jDFmB2KkZm0ub5Twv0mi6aoZAesxlfTvLi/YIgGOjCW23mTpoX7xVoVvqoikwsazD/epbVD4s0y30kJOJZg6W38qx+WKJZ6RP6IZGkwdJbI+w8FDntg66HasGNb01S2upS3u/gewG6pbL0prCRKWw1kSShXVl8M4MX+Gx9XiEMQ5yBS3Rcouc22bzvIAFBCKPTMcYXkzz4ywO8YZxzPGtw+5+PoRji4JUk6QtOv/V6/VJGfCKRIJvNkslksG37bCD/DwVQ4LdvvfKHf/iHP3fW8susVwZQLq6XK5RGscfTHx9R3mtjDfPVR5cTbDzcp7TXIZWLEokKt9jSXoviThvDVjEjGqOLcSr7IutB1RViOZP8fJzSXpv6kTAMTEybjCzEKO12KB+0CX0xqB9dSHCyJdpIniPyrMeWExyu1TjarhA4MDqdZuZmhpNNMQtxev4ZM6q406JdcfA9MGyNmSEzqnrUIQxDFFVh7l6G4p44fE4PmoU38kKLsd1C0xXCAMavRXnxYJduCRLpGCAxeT1J7ajNoOIQSh7OoI9pD9h83qC+72NHLQxLY/Jqgk7T4WhdpEuaCbHXazocrtbxHKH+nrySwul6HK0Lm3crLphRvutzuNqg1/awYqItBbC/UqPXcjFsjdHlOLIssfu0Jg4eXWbyagLdVNl5LGzoCUMmr6VEW+pzkXDoDXzGlhKkRm3WPi4AIu8iM2PRDko0tmQMzcBzAwEciwme//QEp+shyxKxtMH0jSSrH4qBuaqLaN25u2nWPi4Ns81VTFuo6jc/K59Rb60hC2rnSY3qURdVVYhnLOZfy7G7UqRe6RIEIYrho2V9Nh56tIvC2TiS0Jm7naG81xF2LH1/GG8rVPXHG2JP0UPUTJ90PEdps4/vh8jA7K0USBJ7T6oA+B5MXU8SSWhiEC6J/JixxTjZKZH7EYYhYRiSGrMYv5rgyd8dMRh+DtGUztzdDE9/fHxGvbWiGlffybPy04LIcdFlDEvj6rsjbHxaEjNIRcaMqiy+mWPvSZXKgQiXE629zFkEr+P4qAZceWuUTlXcXDh9TwhgbyTxvZD9lTrOwEdVFcaX45gxndUPCuALr7vRpTjJaZX196u4TgCBhJ2VSc3LPPqbQ3zXF+7BOYu3/q+zJPOmMJ+8cHMpy/LZv5cz4k+rl62tLXRdP7OP/7KD+1VYXwUoX8cM5Xe1XklAeblCqR518AYivlRWZCauxnn64SadikciFcM0Daaui1ZV9UjYh8uydEZ3Le+1sWIakiLouIVt4cmkWwpOEDJxNUVpR1h16KaKmdKYWE5QPhjOPVSZeNZgfCnB4UaVg7UKmqYyMp0U4rxd4fvkuwHxvPiyl3bbVI86DLo+ejRk6nqK4k6b6nGXQdcnkTWZupmitNemetjBGw5ip2+mqR4KYPO9AMNSGLkSYfXRDl5Dw7ZNwhDmX0vTKHQp7XawbEMovW/H2dk4oX3sgxLS7/VJzchUCi3K2yJ4iRAmlhM43YD9Z1VkRUYzJcaWYvhewP5KjTAQ6u+xxTgg+vNuP8Ac7sm6LJILWy5GVGNkPoplq+w+qdJtuuiWwshsDDuhs/2wSqc+QDNV8rNC0Lb9sEK3JbQYI/NRUuMWm5+XGfR8CEJSEwbtoMTgyERXNNxBQG4myvT1JCs/PcFzfDwvID0eYfZuhhfvF+l1HAhD7LjO4htZASalPpIio+kyS9/ICyuRow6qriArwrBx72ldEDQMYccy/3qW4naT+qGLbuhohszMnQSF/QaVvT5hGKDoEtEJjdJRk9JWF88Nhuy8FIOeIBMMuh6yFqIkB4yNj3L8vEO/PfxsFsRhu/lZmX5XzH9G5qMkRmzWPyriDgLCMCQ/G2NsKcHKe8cEw2Cp9GSE+dezPP7bQ9y+N4zgtVh+Z4RnPzmhUxsAIq/k+rdHef5+kXqhh6yIw/j6742y9aBCeV/4o8lD48qTLUEzlxUZWZGYuZM+a8V5no+iSszdyUIgsk6cQYBmCDZYJK6z+mGRQddFHbYa87MxVn4iGF2yIpEctZi9k+HJD4/xBxKKpBLJaYze1Fj7aRWnHQAyZkzmynfS5KbOkxBPQUXYroRnN5uSJJ1VIJZlMTk5yeTkJL7vU6/XOTo6wvd93nvvPZLJ5Fl77FUIsArD8Asqftd1cRznHwHl614vA0okaWBGNYyISm7e4ulnG/gDBcuMEEtZTF5NcrTeEBYmfoBhK0xdT3G0JphRsixaULO30xytNagdd9B0CSQJc8TjZL1B+UBUNcgS09eFpUdpV4gRJUli8nqK3ecFTjabROIm0bjN5NUU5cOOUH8bMtG0weRyktpRh8JOE0mSiCZ1/OhgSL0V6u9YxmDimki/K++3cfs+sbTJ1I001aMOlYM2g64AmMSUzObKHlLPRgpkdEtl4lqcVrlPaaeD64hkxMmrMfa2TuiVwTItFE1hZNmgXmlT3a0QAoqjMnUjgdP3OHgumFu+GzB9LU3gw87jMoomZiEj8zEUVWHzvjAllDURr2rYKhuflvDdAM0SPftIQgzC+21xx5qdihAfsdj+vEyn7mDYKqkxi+xkhM3PK7SrYu6RGLHIzcTZ/rx85joczap05Qp+JYrfDwkISE/YTFxJsPaJsOQI/JDUmM3snbSw6Wi7uIOAxIjJwutZNu+X6VRF3nksabL0do7dR9WzvHNVk7n6bl6o/veEUWQYSiy/naew1eJkQ4gyCUPm7mbo1B0a+x6mpROGASPLFp1Ol/JGFxAuAslJiyAM2X1cEW0bxUdL+kwvjLP/qCkU4ZZCZipCejzC2sdFwaDShRfa2FKC1feLwmZFkUiN2kxdT7H6YYFuwwEEC23htQwrPz5m0PaEoDBrsPx2ntUPi3TqwjMtmjS4+u4I2w8rNIpCiKoaKte+PcrRiwalXdGWDQNYfidH/aTP0WoTIYIX+h8C2H5YPWs3TV5JE8/aPP3REZ4boCgiLGxkPs6THx7R7wgwiectZu9mePKjI7pNB1mTiSR0rn1zlCc/EtWTLEvYCY0b35lg/eMiXldCkhR0WyZ3TeaotU7hJ5tks1my2SzpdPqM3SWEouf/vqx6OZ2tyLJMq9Xizp07VCoVyuUyGxsbWJZ1Bi7JZPJ3MrS/GNVxutpt0SL9R7fhr2Fd7HO+3PLKzUQxoyqVSoWNvWeksjlCyxLq5RviLr9dG9DvCOrt+LIIMWrVBwz6Quk9eTXJ0YbwzRLUVpORpQhPP6pS07oEYYiiy8zeynC0IQbwsioit2bvpFn9/IDGcZ9oIoKmqczcyVDcblHaaWFEVQhg+laayp4YrBu2iqxKjCxZbL9ocXzcEC0HW1iPC/fZJpIs4lUnrgnNxslmgzAAO6FhZT0ONxtIvQiBKwk79ytxOjWX0m6LfscjkjDIzpvsbh7i1FWUQEWLiCFuEIBTG6AqEqouERuXqVaqtI4CCFRUTTj1yorE3tMakoSg3t5IYVgq2w/KyApnueiRhMHax0VkWVBOcxMRknmbFx8UCILw7CDMTkVZ+6jIoOMJQ8mhj9f6xyW6dWc44zCYvpZi/TNRSWimgmaHOHYVqZZk0PBRdZGfMXU9JfLTCyL1MJ4VDLazAzMUti1zdzJsP6rQKPaE4HSoEj9YEZoed+ATSRjMv5YV1PH9Nr4fYugKC69nqZ10RQwuEPgBi29m6bVcDp4LBlvgB8zcSqPqCsfPe5iWgev4JMYVuk6Tw/fF/CAMQ6xUwNKtSdY/quD0fAE6o2LGsfLeCb2G8KqKZQxm72Z5/tMTWrWhSjxhsPhGlhcfFmmWesiKTCSps/BmVlivlPoARBIaC2/m2HpYoV7oEnghVkxn/jVhqV/Z7+AOAsyIytxrGfH3tdXE98QcZvZ2Gqfnc7BSIwyF6HTiWgI7rvP8pyf4ngvIjC0kGFtK8OAv9wn8kHAYajV7N8PDvzpg0PEEYy0m2mlP/u6ITk1YpaiGwq3fH2flvROapZ7Y0ySufnuUnYdlKofCzkUzZa69O8qdfzJBSEi9XqdcLrO5ucmTJ09IJpNnABOJRFBV9axiOQWXl6sX13VRFIVIJEIkEmF6ehrP86jVapTLZVZWVvB9n1QqdQYwvy1l+ikQXgSUTmeY8fKPgPL1LEkSA9rTCiUMwzOgKTWO2Nrb4ubNm2TT+SE9UyaRt6gcdLHj+hm1srLfpnbSxfMCUiPCcuR4s0m90MUbBKRGbMavJDjaqON1ZQaqJ/Iurqc53mjSKvdxHZ941mLiWpznn+3QqwcYmoEV0Zm9nTlTmCMBocTC61mKO4IaqeqS8Ie6m+V4s0avLJFIKWIQeztN9bjHyXoDw1YJQ5i6nqJVFu0FVZeFjUmiR6XkELZsZFXBjMmMX4nTb7lC9ewH2DGNxKTCwfYRfssET8GMqYxfSeK7IUfrTaHtGLoQy5rM4XMZOXRQ9BAj7XN4fIBTNggc0E2N8eUkhq2y+6SGO/ABifErcaJpk+0HZcIgxHVDRhbEUHjto/O5R34myuhijJWfFAiDgCAMSY0IksDzn57g9DwkmTN22erHRTo1MfeQFMEICqspOlXhfaVbCgtvZtn+XBgVaoaCbqvMvZZm/1mNylBvY8VVZu9mOFoTuSSEYMf1oQZH6JB895SOmxZ03O2WaONFVKZupOi1HI7XzkWPk9dSBF7IwfM6vusjyTJTNxLotrBe4dTpdzlOdjLGi/cL6LqPM/DQkz562uPJj44ACXyJxEiE2dtpnv7wiF7bQ5JCrJjG0ts5Vt47plUZoGqCZnvtW/mhWr6HoitousgM2X1UpTJkVWmmwvzreU6GOhVCxGczdBw42WziuaL1NXU9iecE7D8X1GLNUBhbjGFERLXp9H0UVSY7bZOdjAjqdN9FlmQykxFmbqfFjMMLCPyQeM7iyjdHefw3hzg9jyAQdi43vjvGyk+OadcGIAlPs9u/P87aR0Vqx10kWdygXfnmCCfrTQrbYm4IMHMrza3fHx9eI53NR5aXl+n1epTL5TOA0XWdXC53xu66WL2cnhtBENBut5FlGcdxzqoXVVXPNBphGNJut6lUKpycnLC2tkYkErkU4fubql5OAeXi83c6HWzbfiXnPb/oeqUA5XSd0v9OP/QnT57QbDZ5++23icfFQHh0IX52/dJbOUp7bSIJg2hap7jVIp4z8d2QqRtpSrttyruiPxwf+nUVd1pUD7sErkRs1GD8ipi3VI8EcyWeM8nNWTz7ZAe/I6NiEMtZTN9IU9huUS90cXoesazJ1PUUpb2W0IA4HkbEYPZ2hspBh9pxjyAApJCFN3LUjsVdsKTIeG7A4ps5GoU+J5sNVF3Bd330kQGDFvhVC91S8d2AseUE/bbQdiiajCTLREagcFzCrw/jWm2Z0cW4cL19VsV3hfJ+bCmOpMjsP6sx6HhYEZX8fBwzorL3pErgOMhaQGB3KTe6HK4bOL0Q09LITEWIZUx2HpXpNh1x8MxESI9F2L5fYdD1CEPIzkTIz8VY+0i0w3wvIDMp2jYvPjjBdwI8NyA9ZjN/N82LDwv0O96wsnExx138coJu3UWWQdVlrnwjz+anZeonPRRdAgmW386z/0xE7WqGmIXM38tS2hbEC1kVvmqzt1PUT8QduSSBYStM30jSqQ84WhcCTN0SLgK+H3DwosGg56GbKmOLMXRLYedhhX5HMKhyM1FiKeH+O+i4yIpMdjpCbirG2scl3L6H6/nYaYkb787z/KcFZER4mhr18OMVPv+rNr4j3I5jGZOr38oLRlZNMJ5UXebGd8ZY/6RE7aR3ViFf/Wae/Wd1SnttFFUCJBZey9IodjnZaCEPI6Qnr8VxBwI4wkA838hiDN3WWP+kiNvz0XRhxJiZjPD8fVFFKqpgTU7fTPPkh0d0m+Lni+cslt7M8/RHx/RaLhIQSelc+2aeZ39/RLclgrOsqM7yO2JG1SwN8P0Aw1JZfmfkDOTDUPg8LbyZFUP9tcZQByUs+d/6v8x8pRW9ZVlMTU0xNTWF7/tnQVUvXrzAcRzS6fRZ9XKaJbK/v8/+/j43btxAluWzKgY4m7tIkkQsFiMWizE7O4vrul8IwfpZEb6/zjodyF/szJwCyqvKSvtF1isJKKcI3Wq1ePbsGYZh8M4773zlLzSetYhnxR9SGIbM3BbBR9kp0fM/XG2QyNu4A4/pW+mzkCXdUlCCkNHluGCH7QoL+kjKIDGhsfZoH7+loek60ZTBxBUxgC/tCzFWLGMyPXTMrR4JDcjpYL1y0KF62MHtBSh6wMzNDPVCj/JeG6fviZyNG2la5QGl3Ra+HyD5IKc7SL6J31SQFMGCmr0rWhOHq3UUVcw9IuMBtUoHv2ajm6poSw31HjuPqsiKhKSEjMzG0HSVzc9FpoZmymSmIlgxje0HIlnRjGjkpiPEcyabn5cYdFwkJcDTXBzFZ+N+m0ErQDcV4nmT/EyMrc+rtKp9VE0hNWYxuhBn60FFCAAlifSYzcSVpLA1abiEYShMJm+nWPukRL/t4jo+qhUQm4KglmDQEnqPWNpk8a0cO0+qNEt9wjBE1RSufGOEg+c1yocdwYgLQ5beyg9V/03UU1+w2xlalQEHz8XnFQYhE1eTeK5gIgGomsTIQgxVk9i4X8F3hfdYfjYq7Fjulxm0PXRDEU7Q01HWhzMcRROV8eS1JKsfiNlFEAZYSZkb35xi7aMSvaaYeyTyFktv51n94AS3NyDwQ2TTxxzt8fS9Q/p1H88VZILlb+SEE/RQTa7oMsvfyFPaEZEJkiQozAtvZum2HPaf1cWh7IdMXEtiWBovPhB045CQzGSEzMQwJ8UJkGSJeN5i6lqKxz88ZND2kFWJSELnyjfyPPybfbpNF0WVsGIG1789wsp7Qn8iyzJmROHquyOsfyLsZsIAdFth8c0sx2vCidv3AnRDYeZOmk51wMlGU4CqJjN+JYGiymzeL+N5AbIkkZuN8c7/NCcII7/g2XBaYVy5coVOp0O5XKZQKLC6uopt2xiGQb1e5+7du2QyGeCL1cspuFwc7GuaxsjICCMjI18Z4XtKS47FYr/Wwf8qUIZ/E+uVApTTltdpGXj//n0mJydZXl7+hUtPaah0n7wqYkHdgU9+JkqrOmBiOYGsyOz3algxjdAPsUd9iptNasd9rKhKiER0LGD72Qlhx8COGcKs8UaK6kGHwlYTRRc2JJPXklSOuxS2m8iycEidupaietSluN0k8IQS2jXb1AuCt+/2RR9/8nqSTm1AcUf4XGm2RBhtYesJOqWQQdcT+RnLcbyBL76YTkCogZF1GPQhbNlIcog7CJi+mUJRJKEBkSV8J2DiWgI9orJxv4SiCj+s7FyUWMZi/eMikgxIkBy1SI7arH8slNWGqZEej5Ca0tn8TJgrooi7Wzuvs/5pkV5D3M1HkjrTN1LCv6rURzVl7Lgwj9x5KPQesiITzQi7kp1Hw+THIEQyPFJzKl7VplXuCzpu0mDuXkY4OZ/08BwfKy7ovYWdFpXDLr7rY9hCYV4/6VHcaUMYEgSw8FqGQcflcFXExAZeyPStFJIssfVA2JAEXkh+IU4sZfLi/QJIIRCSnrDFnftPT87sWE6BY+W9E/otb3jDIeYUL356Qrs2IMDHjKnc+s4U6x8VaZX6yKokWlpv5AXpoOZAKBNJaMy/kWJvpUq77Aw1NyHxqZDD9Sq1wwGe46NbKjO30nTqDidbLXzXR1EVJq8lQQrZf1YjDALCQABjIm/x/H0BJoEfkp2MMn0jxYO/OiDwRfsxkTVZfCPHo78Vcw8kBBvsO6M8/Nt9Og13OONQuP190apqFsXc45QVd/CiQeVABKupusTc3QzN0oCTzaaoijRFmHBKEtvPariOj6zKZKdE8ufz905we4KxGcuZfPt/nse0f3E7lZe/69FolGg0elZhrK2tcXx8jKIoPH78mEwmcwYCpzG7p/OWU+bYy4P90+rl5QjfU1ry/v6+SDO9IKr8ZSxh4Kt9vCKRyD9WKF/nCsOQrS2RBz83N8fCwsKv9XyaoXDzu+Pii6vKtCp94jmhuJ65lebh/RqDhqBFhoA95nK03kPqWei2mHvM3RU2LuX9NkZEHc5CskOtSBPdUpBkmckbKeqFLicbTVRdQTMEdXn9WYOTkogztWIaE9eStKsOx5sNfC9ENkKIdklEMzQOHZy+J+YeS3F8N6Sw2WTQ8dFsGTnaQ5Y0vIYm7DcslZHFOIoisf+8jtP3kBVxN2hGNWEC6IsZx9hSnHjOEjMACVwnYGQ2SnY6ytpHJdHu90KyUzZjS3Ge//SE0JdRdUjkIqRmVXY/b+D0xN2uroaMXkmy/kmJdlVExxqWyuKbInujURTDdt1QmH8ty94TEf+KEhKqHmPLFm5dp3Ys4oatmMbM7TTHm8IKx/dCrKjGzO0M1aOeUPM7PkZEY/pGil7T5XiziTvUQ0xeSeC5AYerDbxh2t/ElQSGpbD5QKiyRZphnOSoUJMjg++G5KajTAy1HacZKcmcxcztNE9/dIzTGx7AEZWlt/I8f+8cTAxT5e7vT7P2cZFGqY9y5gicF0FmRz1kRajJ51/PUtlr0yq4SIjc99GrNo1Kl/p+R5ghahKpaQ3P89lfaQgxoyaTm41ip3Q2T+ceikxqXPiPvXi/MJx5QXLEYu5ehsc/FP5cgR8STetc/eYIT//+SIRu+aIquvF7Yzz58QGdugivUlWZm98bY/N+mdpRV8w4QtFWrh4NiSSKRBgEjF9JIUmw96w6jCKG7HSE5KjN078/Er8DRSaZN5m6meTJD48Y9Lwh2Op85/+2SDT19Q3BDw8PKRaLvPnmm8TjcZrNJuVymf39fVZWVs4qjGw2SzwePzvQX6Ylf1n1ous6Y2NjjI2NEQQBjUaDSqXCzs4OKysrZ5Ywp6SBnwcKX+Xj9dtUyf8m1isFKJ7n8ejRIxqNBrqu/8ohLy8vSZKGvWfRu379D6ZxHV+wWdZkZF+I3PxInUEHbCNOt+ug6QqzdzMUhl5ap3eyi29kKew0qR50UFSFwIfF1zJUh668mqHg+yHzt7I0Sj0GZZVIQoZQ0I+7TZfDNTELCXDQkx659AjHa23CUNw1ji3FCLyAo+HhqBoSRDpYkQjdgsSg42HaGvm5KLqtcrBSE9RUU1ht2DGNvSdCeKgaCrnZKPGsyc6jKoOuODxyMxHSkxG27pfxXHHIZCYjjC0mWPuoSBAItXt63GbmdlrMBSQNVfGJpFTiM/D8faErIJTRIzILb2RZ/1g45irKqc4hz+5jkRApqxKe5zHzepx+Saa830bRFBRVYvZumupRl/JOG2RhazJzM0Wz3Kew2SDwGdKmkzh978x+XaT9xVF0hb2n1TNhZW46SiRlsPV55WxWkJmMkJ2MsPZpSRzAISLI6YoIcvK9UIhd8xZLb+Z4+uNjXMcX7r9pk6vfHBHeXnUhUjQjKre+N8naMPhKUk7nHiPsP6tTPmiLtlsIc/fS1I+Ff5V86v57LYmsSLSP2siSjKxDfFxj4PU4+bxDGMgoKiTGbHKzMVY/KDDoiiF6LG0yeycz1Hs4SLJEJKWz/HaOZz8+pt8SbTc7oXHlm6OsvCcoyKEPZlRj+Rt5Vj85pl0ZQCijGQoLb+TOCCdBGCKHwrV40PWG5pNi7jG6ECeetVj5yQnA0I3bZvp6is//8gDfFbYddlxj+RsjPPxr4Q0myRKaofDuv54jM/H1tXe2t7fZ3d3l9ddfP5uznlYYCwsLOI5zNtjf29tDlmUymQy5XO4Lg/2fVb2c/kulUqRSKRYXF+n3+2fVy87ODpqmnVUvqVTqC5Yw8LMrlH/I65UClEePHuG6Lu+++y6ffPLJr5Qr/4ss3RKOwgCRvExm3mR//5CJuTR6O8fO4yqGqTJ3N0vtuEuzIqw2oimD6ZsiG7t+0huCksLM7TS1o65Q2QchIbDwWpZmqUdhpwVySOAGLLyeo1MbcLzeQNEk+t0B8SlIxkY4etFA0WUCL2RkMU4YSOw9q6MoEqEUEEYGZDIpypsOgR8I36a5KGZEY+dxFbfvn4FJLG2y+6RKr+WhWyrJUYv0WISdxxW6dQfVUATpYDrG9sMK7bqDosgkRyzGFhLChqTpICGRHBN2JasfiZjdYHjYzt3NsPFZGQWTEA89LmGNDXj0k22CgUroCTr08tsj7D2tUS/0CMKAwAuYeyNFpxBS3u8gK2LGMXcvS+1Q2Okrqmh9Tl1P0W25HA3bV7IKY0sxJGB/RTDdNF0iPxvBiqpsPagMrUkEcKTHI2zeLzNoiwTARNYSzsEfDTUgikwsJ+6eTz27JAmiGZP51wWVd9ByCYKhDcnbOdY/LtGq9vDdEDOmcvWdUfaf1WgWewR+gK6pLL6VpbTTElHHcJYI2WsKEJQVMfcYvxpHMxTWPykNs2JC0hNxxhZjPPvxCTISgRyiRyU8q8aTv28TOBKyIqq5K+/mefqjI7rDVpVuKdz49igrPxVmlrIsoQ2NK7fun/qPiYyV+dcy7DwrUC84SEMwmbqZot92Ob4w9xiZj6Gfao88ETSWnhCOBU9+eETgB4QhxLImV94d4f7/tifYYEGIndC4+b0xnvzwULTYQqEBeutfzjJxJfm1fZ83NzfZ39/n9ddf/0pRoK7rl2xbGo0G5XKZra2tL6UlK4pyVqn8PFGlaZpMTEwwMTFxyRJmY2ODfr//BVHlV6n3/3GG8jWvGzduoKrqmTjpl82V/1VWEPgclre5emeZmZkZkWiXtlBUiZG5OJ/9f3cxTAVNF7z7+kmP6lEHpyciZqduCGX7qe24ndCZvCruqst7bdy+oMpOXIvTbboUtlt4no/v+mTmNBLRJEdrwvxReF+lCf3wzHBx0HMxsi750RzHL7ooGuBDdiqCFdXZ/ExE0UqKRGrMJpE12bxfEQNvTYjhstNRtj4rnVUw8azJ2HKCraHwUDOE9mHqeorNz0UOiKLKRJMGk9eF3qNV6SFLEtGMiNXdelCmXesThpxZre8+rSG5fULPRzFBSrZ48YmD05bwnRBZD5i7m6FfDaketYXbqqYydyclMlJ2WsJW3Q+ZvZPGG/gXNCAh48txVENh634FWQbCkNRElHjWZvUj4QEmyRLJEZvRBdEGGnRFZRJNGczeSfH8/QLdpouqKZgRlYU3smKwXhOCQjOisvhmls1PSyLTRJKwohqLr+fYflihNhQKGhGVpddzFLaaYq7jhWimyvQt4chc2GmLylJTGL+SIAxCDl8I3zMpgJGFGLGsxfpHIukx8EMyE1GmbyR49DdHw9aLoOhefTfPo785JPQ8QgAlQB1p8PlfDXC7DB0kJG5+b5zVD4u0h3G5kiyx/HaOw9UGtaOeOARVienbCY53K9QOHFG9azJjS3EUVWL7SRXfCVBVkfmSmYry4qcnOH1fWN1kDOZfy/D4745w+r7Qn8R1bnx7lId/dYA7EBkmZmSo1H9PfN6BH6KZCje+O8bC69mv5bsbhiGbm5scHh7yxhtv/MLtoosVxqlty8u05F9VVPmyJUy3271kCWMYBplM5kuDv15Oa/yHuF4pQLEs65Lg5zdVoYD4Y1xdXWUwGDA7O8vs7CwAqn7u7Apw/dtjJHImRkT4Wr3//97CjutohsLs7Yxw6t0TNin20EixUewJC/qBjx3T8SMDui2P2mGPQcclVH3y8xEidlT4ZvU8dFNhdClBGAr9iO/6OIMAOx8yMp7neLUNUog3CBlbTmDFNbYfVJAVCc8JyM1GSY/brH1cQpKG4rMxm9xMlNUPiwR+ALJwHRhbTrAxZFopmowV05m5k2bj0zKdoXuvbirMv55m47MyrfIATRe6kPm7WXaeVM7aO1ZUiDwPXtRpFIRy3E4YzN1JU9huUm118Z0AWQ+IjIWUDpp0yyGBG6LbKpNXE/Q7HoUtEbil6QpjSwnCEA5Xm+J9BxJji3Fh5fJ5BRCznsx0VPx8H5weygGpsQhT11M8+dERgSfuKu24xvxr2WGGuXum47jy7iirQ2t6VROD56vfGmHrfkXMQlQZWZWEAeRancphFwjRzf8fe+cdHVd5fe3n3ukzKqPeJatLtiWruGJjU4xNM4ZQUgg1PxKSQAoQEkKAkKyPNEhIIJSEhBJI6C3g0GyMwcbdkq3ee5lRl6aX+/1xda8lF3CRsAzstbzA4ynvnfKe95yzz94a0oui6e9yYmsdQwrICsrJeVZ8niBddcP4vXKmFJsesp9R5w6g1YpYE0zEpIRSs1XuewiCQFiskbSCCCreH3c4DMr2vXlLY9m3vgu/N0AwIJeQZp8aT+22Xnwu2bwqKAWIyJCo2tKJo9+POE5uyVoQQ1+7bHqm+p/khTM0OMJAq1f2hweiki1Y44xUfdhLwBeUG+bRRlLnWtm7oQufO6AG29krEih7uwP3qHxQ0ps0zD0tnoqN3ThHZGqx1qghZ4k8qT/SJ9PmtXqRjJIo5p2ZNGW/34aGBrq6uigtLT2ujfhAWrIy+KjsDxEREcTExEyiJX/aUKWSvZjNZsxm86Tn7u/vx2azqSX+0NBQ/H4/TqfzM89QLrjgAsrKyrDZbERERLBy5Up+97vfkZiYeEzPN6MCykRotdppy1B8Ph/l5eW4XC7Cw8M/8UMMiTCQu2S/L8DsZfG07hsgLEY2XtryYhOhkQbcY35S5kbgGPTSOz5tbbRoScqLoKV+DFvvKAG/BJoAyXlWREk33gPwYzDLmkiCKMpeFw4/khjAEisQnxyr+l9o9Rpi00Mxh+lpqxjA5/GDIBCbFkJEvFzekYKSOgMSlxFK/TY7EjKzyZpgJnVuBNUf9qrMn5AwPenFUdR9bMPt8IMIOr1I1oIY6rfJ8vD7WT5xtJT1MdTrQmfQIoiQWaoMFDrlGRCtKNO2Oxz0d8gKBKJeIL0olpE+F309Tpk6q5UwxQiMDDsY6vDi8wTRGbTEZ8gzIG0Vg3hc8qR9ZJKZsGgjTbv78br9CKJIZJKJ+Fmh1G+X516koExLnlUYSeWmbtnfIyARGmkke3EsVR/24HHJDp1Gi478ZfHUbe3FMeRBECQEEfJPjadpVz9DvS651DjejO4dl+ERRJmBmDInEteIl97GURAERI0sVSNqBVr39BMMgEYnEpVsxhpnon67XRaK1AqExhhImW2lenOv3NfRCJjD9WTNj6FqUzeuMd/4qV9H7tJYKjd243b41FN/zuI42YZ4yIcUkDf0WcUx9HWO4hyQVYIDokTkLC3D9lFsTS5AQpIE4rNCcQVG6auXg04wCBHxMout7O0OJFm/E+P4wGX5O534XAGE8e9E4ZmJ7H23E/eoD1Er98fmnp5A/TaZlCGrbAtklEZibxmhv0OWutFoBZLy5FkTQTx+BpMkSdTV1dHb28v8+fOndBPWaDRqdqLIydvtdmw2m0pLVv7darUedqjycJIwymM1Gg1ut5vQ0FA+/PBDbrzxRsxmM1lZWWzcuJGlS5ceNXPsWHD66afz85//nISEBDo7O7nlllu45JJL2LJlyzE9nyAdi+j9NCEQCKhRXoncE20qpwJjY2Ps3r0bi8VCYWEh+/btIyoqirS0tKN+LkmSqN3aS0f1EDGpISTmhrPtlRa8bj/uMR9pBVG4x3y0VvYhauXp+ZQ5EWhFLR1VQ+PzFSLx2aGIgkhH7RB+TwBJDBCeqCcqxkpX7YhMKzYqG6uJ9soBudmuF7HGyzMSLXsHcI14ZVZNvJGErHCay/pxjXpBkt0lU/KtNO7qx+P0EfRLhMUYZVXerfKG5/cGsUTqySyVrWidw178fnkiP3thLG37Bhjpk2U/NDp5RqK7XvbE0OpFpCBkLYxhsMuJrWWUIPKsQXpxND5XkM4aeW5CECAmw4zX56WvySt7YmgEIpJ1hEeF0Fk9gs8dlK8vQbZnbhofotRohXHHxHEdr1H5pB0SZSCjJIb6rb04x2dAlAZ13VY7znENMHOojpxFMbTsGxynKgcxmGW1XVvLGP2dYwQDElqtSMb8GEbschMdQBz38gCBtooBmYIckGd9IpMssrLu+PciIkG2/q3+sAefJ4goyp7x2YvloUCPwy8bkhm1FJyZQOUHPTiHveNNa5HZyxNo2tXHsN2NIMhsxexFMbJBXLcLKTAuFVQoe9J0148Q8Mk+IpEpRtAF6Gv0IPkBQcASrcEcG6SvVs74kCAkykD+snj2vNVOwC8R9MvZ3NwzE9n3XpcayHRGkcKVSdRtlctpCPIpfM7pCfTUDdPX7hjvAUFaYYTsfbN3QP2dxKSFcOa1uRgtx79BKpUFu91OaWnpZyr06Pf7VU2wvr4+gsHgpKHKw9GSJ26xSubS0NCAKIpkZ2cDMDAwwNe+9jWcTie9vb04nU4uu+wyHnvssc/s+gBef/11LrzwQjwezzEFtBmboUxHyctut1NeXk5KSgo5OTly/fg4ejWCIJC3JJ6cRXGIooDfGyA6NYTBLifJ+REk5VjZ/nozgk4i6Ie0gigICLRXDyLqBCS/QGxGKKIoq/dKBAlIAaISjUTGhdO2b5CAX26ORiaZCY8y0ry3X554NoyLK6ZYaCnrxzXmV7WvErLCadrTrzaeLZF6knPDadrdLxtNCXItPHWOlYYdfbjGfEhBSe4zFEXRuFMe4PP7gpjDdGSWRNNeOcjogIeAP4gxRM+sYlnWZKhXdsREEsgolXtM9tZRglIAQRCZVRiF1xEYb0bLvZD47DD0Ji299U60GpGAIBEWr0UwBGguG4CgbFJlidQRmx4qK/COmy5ZrAZmzYuidmsv7jHZodBo0ZE5P5q6j3tlcUVRwGDRklUaTcP2PsaGPDJF16IlozSKlr1yYAwGJPQmLelFkfS1jY375cg+68n5EYwNypP2UkBmCcZnyaZgLeObpTTey4pOsVDzsUxBDvpl+fX0omjK3+0gEJAl540henIWy010j1PWvtJoxXG5kh6cQ155Ml4QmL08npayftWrXhAgvUgelu3vkK2ERZ1MifZ75RKbTIuXBRujEkOo32FDCggIIhjDNGgj3fTVapD8suKAMURD3tJY9r7bic8jN58NFg2zV8TLWZFzPJgYRPJOiaOlfICxAY888a4RyCiOYqDDSZ8qPyQTJgxmHfXb5BKkFITwWCOnXZE9ZcGkpqaGvr4+5s+fr5afPitotdpJg4+jo6P09fXR2dmp0pKV0tin0ZI9Hg9ms1kV34yMjCQ+Pp6FCxfy05/+lLKyMpqbmz/T6xsYGOCZZ57hlFNOOebsaMYGlKkseUmSREtLCw0NDcyZM2dSfXAqmv9KLVqr17BwTRquUdmYyt4zgDs4htYgEZ8bTkZhDLvfapc3Vp9Ecn44gihLokjIE9Mxs0KwRltoKRsY90cBa7JpvNnep/L9w2KMxKaF0LCzTxUfDIkwkjxbnk53j8klMmOIllnzImnc2Sf7pOtEDBYtswoiaNk7wGi/G1EjYgqTvTza9g4wOuBBAHkGpCiK9qohWVTTL2GwyLMifW0OhrqdqoRJymwrjgEvtlaZIaTRaUjJtxIMSHQ3DMsnNj8kZoditGhp2TuoNuBlZ8VQarf2ygeJYBBjmIhkGaPyA5mZBGCw6MkojqL6I7nZLmhkCmrukhhqtthktpNOPiTknhJH8+4+RgZkX3ONTq7hd9WNMNTrQkB+bNrcSNnFsm08M9GLJGSH4/PI7DIpKKsJR6VYsEQaaN4jqwmLokBYjIH4jHBqt8q9B5AJCpnzo9m7vlMOJuNZUf6yOKo2yXpmyoT57OUJMrts2CdvykDukjjaKobkNYpyJpFSEIFjSHbQFEU5E4hJDcFg0dGwwy4PiYr7baQrP+jG75MQRQFTqBbLLB99VTokv/zdEbVgSnWy+61WAh4RBLmklb80bly12CszsvQis4qisLWOMdglz8iIGuT5KP/45xpEHo6NMxKdHELVh71IMrsei1XPGdfmYrEajuv3BfJvuKqqisHBwRMSTA6EIAiEhYURFhamDj5OpCULgqBmLlFRUZNKYx0dHQwODqp9FQU2mw2DwYAoipSUlFBSUvKZXMtPf/pTHnzwQZxOJ4sXL+aNN9445ueaUWbLn+baeCwIBALs27ePlpYWFi5ceFCzaarZZLIyrAF7n429VbspOjeexPka8k6Pwhyhw2DRyCZVueEk5lhlJphPDiZxGXIwaasYBBhvtluIiDfTuLsfREG1ao3LCKN2q42APwhIhFgNJOWFU7vFNmEKWm4e12+z4xjyotHJ6q+ZC6Jp2jPASJ8HrUGDzqghqzSGtspBuRmtEeTafFEkvfWyqGYwKKE3a0griKC/Y4z+DpnFpDPKlsbOER/dDYP4PUG0BpHEnHC1J+Qfl/2ITrFgCtPTVjGE3xsgEJCISJRLWg075Y0x6JeIiDWRuyARZ4f840ICjVFCjBpm7/sdeFwylVdvkKVAarbYcI34EERZTDRvaSxNu+XGuiw+KJBZEoWteUzu9WgEBA0k5YXhGvFiax4jGEBWh04PJSj56agZDyZakYgEM1FJFpp39+F3BxA1sqbVrMJI6rb14nXK3x9jqI7shTFUfdCN1x1ACshssNylsVR/1It7zEswKPc9shbG0LpvgLH+cTkWjUh6URQD3Q4Gu5yy+m9QZrYJEnTVyXYIUhAiEmVF54btdghKSEGwhMuZW+UHPfjHZ0C0BhFzmpf+agj6QNDI2UXx6hQ8nSFqMEGQ0Me7qdnexWifByQ56CTnW3GOeLE1jxIMgKCRA2uI1SBrwPklmWYdoSejOJrqj8YDqyRnO8u/mYk19vg3fkmSqKysZGhoaEYEk0NBoSUXFhayYsUK5s2bh8FgoLm5mQ8++IAdO3bQ3NxMc3Mz9fX1lJSUqGUyrVZLTU2Nep/jxc9+9jN12v9wf2pqatT7/+QnP2HPnj288847aDQarrzyymOy/4UZ1kMJBoP4fLLndXNzM8PDwxQVFR3z87ndbvbs2QNAcXHxIaWpa2tr8fv9zJkz55hfZyIkSaK5uZnGxkYKCgqIj49n27ZtxMTEkJyczGC3C8eQl7hZoXQ3DbL1tSYCPohODCV1TqRc/hiWyx+RiWYiEsy07huUJ7WRN5O4WaHyzIU3gOSXCI2Rhf3qPu4dH0YMjFN5o6jdasPnDhDwBzGF6cleEEPjLnnOBEGWyshdIg8ejvZ70OjkDTh3SQzd9aMM9jjRjJdiZs2LYKTPg61lTG3AJs+24nEG6K4fRgpK6PQi8VnhaLXjPSGvXLKLSDRjjTPTundgfJpfLrsl5UXQuMOOW3EejNQza14kddv68Dh9snJwuJ7sRbHUbJZP+MEAiPogERkCji4NXkdQHno0yht1b8Mog71OtTeTWRLNsN2tsp0kCRLzwhGAzuphEOXNOzrFgtEq0r5vBAG5NGSNNZE820rNZht+T0BmtoXqyF0cS+WmbjzOAKIIOoOWuWckUL2pR2Y7jQtc5i+No7lcfm9Bvi2zRFZZGOx2Egzub1pLAYmuunH1BI087xGRYKZpd7+8UQsQHm1k1rxIKj7oUWdATKHyvEfZWx34fcHxvoeGsCwvI40afG7Gg4TA3NMSaCmXNdIEUb49o3ScrdjqUL7EmKIlQqKM9NV7J2QhJlLnRlCxsVsOJiIYLfJrq/a9gjzpv/wbWcwqjDru31MwGKSyspLR0VFKS0vVPsXJBLfbTV9fHx0dHYyOjqLX64mNjWVgYICCggI6Ojo499xz+e53v8svf/nL45Zesdvt9Pf3f+J9MjIyDqmN2NHRQUpKClu2bGHJkiVH/doztuR1vJnD8PAwu3fvJioqijlz5hxWElqj0eDxeI75dSYiGAxSUVFBf38/CxcuJCwsjGAwiNVqpaGhgY6ODmJjY4lJjsEbdNE2WENScRjR4XGkzo2ku17uMxhDdFgi9KTMjlDZQKJW3oBj0+RhRLfDp86FJOdbZTkOTwCCcrM1rVC2wPW6A3KzNVyeH2jcJRthySqxOjJKo2mrHGRsSHb6EwR52r27YZShHlkqPRiAjOIIhm0e7K1j8oR/IEhCVjg+V4DuumEQ5E0wOjUEnVFD277BcTaX7AMSmWiWRQG9QXkuJNJAcr5MX1aa7UaLjvTiaOq22sbpvWAI0ZI5P4b6rTILTUCWP8ksjZTfh1HZ5VHQgTVNpKt+kFG7l6BfQquXpW8cw1762sdkZWNRID4zFN246yTC/ilvYyS0l4+oIoyhUQbSCiLZ9363XP8GjEaNHEw+6MbjkoOJqBWZsyJBnrkYdygURMhZEiu/t/0yA0oQBdIKrAx2u8YpyKDRCMRlhiEI0FE3THA8mITHGYlJDaFum8xiU+Y90kujqBynFitZ6JwV8TIjyytnB1qDQEiah7FWHX6PpAaTrPnRdNXJRnQASJA824rPFaSv1aG0QgiPMxGZpqd5x4gcfQGdUSAmW68GE5BLvAWnJ7DnnU41mIiiwKK1aVMWTCoqKnA4HCdtMAEwGo1oNBqcTidFRUUIgkBfXx8//elP2bdvH4IgsGLFCq644oop0fFSxDOPBcow57HuiTMqoHySydbRoKuri8rKSrKyspg1a9YnfkgTJ2KPBx6Phz179iBJEkuWLMFgMKg0woyMDGbNmkV/fz92u53du3cTCATk+uvsJCIjI9Fo5LkW16gPt8NHzqI42isHZR0hkwZzuF7OQrba5Aa8VsQYqiNlTgTNu/tleXFB9otPmxshN+BHvKpG1qyiSJr39I0PmcnSG7OKo+ioGmRsUN6AZUHCCPrbHQz3uggEJXQagZQ5VhxDPtlvXICAP0hSXjiBoCwNIx/mZTl3c7hs8SuK8ixEeLSZmFQLddvsBAMSjFNiU+dGULulVx6Y0wroTVpyFsVQvaUXz5gcYGQmmex/7hxvtmv0csbRWT2EayQgzz0YNCTkh9DfOYajz6tuoBEperxuP71NcrNdo5VP/eZwPS3lsry/IEJotAFTVJCOvS5ALitZIvRkLYhh3/tdsvpBAIwhsuth1YfyoJ/8OrLkfN3WXlzjk/ZIkL0ohq6aYYZ6ZZYWyNbLrtEAttZRNVOKTLZgCdfRuLNfHnoUUTO36g+71TUaTFryl8Wxd32XLBkjyNnO7NPiqXi/B69rfH5LJ2BO8uLqMeAZC6rvReqcCEb6PfR3yr0QQZTnT/TjRmpKnSIkUrZe2Leha/ybLaA3iSSXGGnYMowUkABZtSBvWZQ6pyLfEwrOSJxEsz9WBINB9u3bh9PppLS0dEql4z9r9Pb2UlVVxbx584iOloc6o6Ojefzxx1m1ahU5OTlIksTs2bPJyMjg6aefZv78+dO+rm3btrFjxw6WLVtGREQEjY2N3HHHHWRmZh5TdgIzLKBMxLFkKAo/vb29naKioiOK0lPRQxkdHWXXrl1YrVYKCgom+S8oNEFRFImNjcXlctHb20tGRgY+n4+amhp8Ph9RUVHExsaSvzxWbeBpdaLsNOgOULgySaVi6nQihhAtGUVR1O+wq2wnnV4kszSapp1948qxAjqDbD7Vtm+A0UEvoiBgMMtufZ01Q4z2ydPueqOW1LkR9HeMB5OA3KNIzAnH7QhgbxnF75PQ6ARi00KRgjK7SJIEREEgMtlMWJSRlr0DCMhBJyzWSEJ2GHUf25BnISQsVrneXvVhDwG/XLJRKLHV45Ptgiif5vNOiaNhux3HsFfVYsueH0Nn7RAjdrnZjgApcyMYG/Di6AsiICBoITxJh8vlwd7tBklA1EBYnAFrnJnmsn78viCCRjbiCkmQ6Kp0y6woQc6KshfKelh+7zgDyqwlb2kcVR/1yB4wQblHkbNAFoB0DHtVBlRaQSQDnS6VASdJkJAViiAKdNcMqcEkLMZATGoI1R/2yBPw4zMg6cXR7NvQKethCXImMOf0BPatlzdv5f0pOC2B2s1yNidTecEQ78U/bMQ9PL7Ja+TX9vuC9I4rAssNfCPRKRbqttoJjn/9jSFashfHsPfdTjn4Mz5/sjKZ8nc6kAIAcv8pKlekeks3fue4ZLUAGfOjKTkn5bh+SyAHk/LycjweD/Pnz/9M5jGmCzabjYqKCgoLC9VgAtDS0sIFF1zApZdeyl/+8hdEUWRkZIT169eTnp7+mazNbDbz8ssvc9ddd+FwOEhISODss8/mF7/4xTFngzOqhyJJEl6vF4C+vj6qq6s59dRTj+ixPp+PvXv34nQ6KS4uPuLJ2c7OTjo7O1m4cOExrdlms1FeXj5JGVmhCCrBBOQfSXV1Nf39/RQVFakCdoprnM1mw263MzY2pk7mxsbGTur72FvH2PFGK1JAovjsFFrK+2mrkF345P5BLI07ZI91ZRgxb2kczeM+JRqtgCCKZM2PoqdhlCGba1wjS2BWYRQD3U7Z8RDG/SuseBw+mQHll9DoRGJSLaCV6GkYRQrIkh/K5tRSPjg++Q0hkXqS8yNo2NmHf1yE0WzVk1kaTc3mXrnWH5AwhGjJWRRL/bZxrbCAPImevVieexkb9CABGlEgY3409tYxhntc44q3st6Xx+mXTctECAbluYcQq0Gm90qytpoxXEAT5sHRoYOgXJIyh+kISQliq/Yj+eXbdAaZOlu9SQ5uSiaQvzSWhp39uEbkHp9GL5JRHCWvx+aSVYK1Agk54QT9QXoaR8elYCAiwYw13kRL2YC6UYdEyWoClR/0yBmQJJfy5qyIZ+97sm+7wrSae3qirCvmGJ/EFmH28nha9w4yNuBRGWKmOB96jYXhTq9K5Y1OtRAea6JxZ598JwFCIw3MKoqkYmP3eJCQr3veqkT2TBB2FLUChSsT978XgCjKs0b2ljEGe11yjUwAU0yQmPluomOiDprLOBoEAgFV06+kpOSkDiZ2u529e/dSUFBAbGysentnZyerVq1i1apVPPzwwyfE0366MKMylGMteTkcDnbv3o3JZGLx4sVH9SU81gxlIhV57ty5qqz1gZkJgNfrZe/evfj9fhYuXDgpSEx0jcvMzMTlcqmTuXV1dYSEhMh9l5gYolNDWHVdPpIkoTNo8Lr82FrGMIboKFqVROu+QQIBCcbVlTPHG/CuEa9sxCQJZI1TZ0f6ZM8OgpAyO3I8mDgRxuXK4zJD8brl55ckuRcSnWohKPjorZOpvBqtHEwik2Sas88bHO8BaUmeHUnjTrs6aW0I0ZJeFEXtxza5PCOgDhTWbbOpp35FuLC9chDHkFeVc08tiGCo28mIzSWXZ4ISidmyXL2tdXS8FwKRSWZCo2R6ryw3wrjpWYTsfTJ+fhK0EmKUA1uVTp3X0OhEZq+Il+m9TnndoiiQsySWpj0DcjAR5E11VmEEfW1jDPXIWYiogdiMUKSgRHfjCFJgP707KllWMVBLfiE6Moqixif6lR6FhtkrEti7vlMNJhqdQN7SeOq329QNXRCRPePrR2SrXZDtf6P8hJhDsTe51WASGmUgJi2E6g971e+bwawha0GMrA02/rXX6OTAseft/cFEEGHOqfHUbdn/2ggyhXmwy8ng+HUjyLM4Z307D1/Ajd1up7Ozc5IhVUxMzBEZUgUCAcrKyggEAid9MOnr62Pv3r3MnTt3UjDp6enh3HPP5bTTTuOhhx76XAUTmGEBZSKOdKPv6+ujrKyM5ORkcnNzj7qpdSwBRWGe9PX1TWq+T/SJVtbhcDjYs2cPoaGhFBcXf6pftMlkIjU1ldTUVJXbbrfbaW5uxmAwqA03q87KrHlRRCZZEARZln9s3LBLb9SQtywee8soPndALc+kz4umt3lUZRwRlMtFI3YXA11OmfUTgLisMPxeid6mkfFeiGzCFRC82Bvc8rWNv2ZMaqjcbPfJ0+CmUJ3M0tpqkyfENQJag0juolhqP7apJS2tXiRzQTSNO/twj+7PBGYVR9JRO4xj0DMeTESSZ1sZ6/fIUi4BefOOTg1B1Ah01g3Lm7cAYbFGIhLMNO/pH6fdgtkqG3FVbuqRqZCSPAMSmuZnsF4vM5iQs5iITKj8oBufK6ie+rMXxdC2dxDHoFep7JCUZ2W0z8Ngt0u9X1RyCHqjltZ9A+qpPTTKOG4F0CuXlQQ5YOYtlXshyuat0QnMPjWOyg1d+MeHDEWNQPbCGFrK+9S5EFEjkJQXztiAh8Fup/w6gDYkQHRcON3VCktL/hwySqLY+16XGmC0Bpk8UD6hpCWIMPf0xHFXx/3FiuyFMbTuG8Q5npEBxM4KIeiXsLc51NtCIw2cflUORrMOIzpV3WLid7e1tRWtVqsGF6VnOBGBQEDtQZaUlBxS8v1kQX9/P3v37mXOnDnExcWpt9tsNs477zwWLlzI3//+95PaO/5wmHGfmuLaqEzKS5J0yCAhSRKtra3U19cze/ZskpKOTXROFMWjCiher5c9e/YQCAQOar4r61fWq3yxkpOTycrKOupgN1FyW/HSttls7N27F5Abe7GxsarN6ezlCUQmWhBFgbiMUHYMy7MnGq1IRkk0owNuRgc8BIOy5EtiThiuER+D3U6kgISgUSb3obtRPvUHgxKRSSYknRd7g+w1LgUkLJF64jNlD3kJeaM2mOVgUrvFJp+ykQNC7hJ5VsTj9KuT3zlLYmna1YdrROmZwKx5kfQ2jqryHqJWIDEvHMegh/4OZbBOnmdRrJ0V+qrFqicuXQ5uQb80Pg0uZ0XVH/XuZyYZRSwpXgYbNPIJXQKNXkNmaSStFQNyMBnfqaOzDHTVD8lui8g3x2XJvu22CRTksBgD4bEmGnbY95efQmTiQdWmHrVHodOLzF4eLw89KmUljayHVfORTFCQb4T0kig6a4YZG5BfWxAhLiOUgC8oa8WN7/0ac5DELCvte0fVxrrOKJK7JIby97rU2zRagcIzEicFMkGUfVuadvbtz0KAlDkRDPa4VJkdgLBYA2HRRhp29O3/fpo0rPxWLiERB5e2DpSLP1BwUZEsiYmJQavVsmfPHgRBoKSk5KTeaAcGBigvLyc/P5/4+P3khL6+PtasWcPcuXN54oknTuqA+UmYsVelvOHBYPCgL9jEDGHBggVYrdZjfp2jYXmNjY2xa9cuwsLCKCwsPGTzXUF7ezt1dXXk5+cfs3LngetUshNJkhgeHlbLYh6PRzULipkVozJiilclEx5jlKfEi6P48NlGubcijs89BCX62kcIBOT+SFSKGY1OpKdhWK3/h8UYCGjdDLfIwwjBgIQlQk9SbgT1221yj2L8RJy1IIbqj+RmO5J8Gs9ZHEvdxzY8rv1lk+xFsTTt6sc1rliLBLMKI7E1j6nzEZIEcekheMZ8slYU8gZoTTBhDNWNW+DKt4VEGkjMCad+u10NJnqjhuxFsrOi0liXGVAeRpp1BMcP3ppxOm1H1ZDMikIeTo2eZWBswIOzPzi+eQuExevR6gU6qocZj6GYI3QkZMuGZEomoDfJ1y37hUjq6+SfGi9nAuMbOoK8odduseFx7j/UpM6Wy0pqJglEJlnQG0Va9w3t/06YgswqiKJx++D+AKMTKDg9URV7VN63OafFs29CBiSIkF4cRXfdMKMD+18nJs1CMChhbxlTbzOGaknOi1DNtJTrOevbeVjjP11LSzGzioqKIicnR/WB7+npoaamBlEU0ev1zJkz56QuAQ0ODlJWVkZeXh4JCQmTbl+7di0ZGRk888wzJ3Up79MwYwOKEkQONKI5kJ57qGHFo32dI8lQFB2wtLQ0srKy1LUdGEwUpll3dzclJSVEREQc1/oOBUEQsFqtWK1WsrOzcTgc2O12Ojo6qK6uJjw8XG3q5y7Zn3KXnpuKOaxHbjwvj+eDpxvGhxZFYtJkmfXWfYMEfHLPJCRSj2TwMNIG0ngj2xiiJTnXSuNOu8pCMpi1ZBRHUbO5R63/64wiWYtiqN9hx+veb64kn7yHcI361NJQakEEg91uRvrc6qk/ZlYIUhBszWNygBmfr7HGmGgq2z+0ZQzRkZwvU5CVHoXOIJeVKj/oVtcoimBO8eDs0BMYTzgEEWaVyNIyzqHxTEADCTlheJ1+nP2SLPsigClCICC66aj2qFIwerOGtDkR1GyxqZu3VslC3tsfTEStIKsbf2xTgxsCZC2Ipr1qCPfY/uwgPiMEt8PHwPicCsgBMyLBLE/Gj0PUSWQviKX2wz41mIgagcKVSex5Z38wQYC8ZfHUbLGpml0gT8EP9bgY6t2fhVjjjYREGmnes//91RlEchfHUv5ul3obAqy4IpvYtEObWX0SJvrAJyUlsWvXLpn9Z7FQXl6OKIqTJEtOlpP80NAQe/bsIScnZ9IBcnh4mLVr15KQkMDzzz9/UtOfjwQz7tNSSl7KJu33+9UPYXh4mD179hAZGfmJw4pHg08LKBNLa4oO2OGa736/n3379uFyuVi4cOFnooQ68Qeanp6O2y03Ru12Ow0NDVgsFjWzCbOGsWDNflXl4rNTKHurHZ1Jy4LzU/ng6XpZK0ozHkxMTsY65NKQ4n2SMieCxp12/N79m3fW/Cjqtu3fsLR6kcz5MTTssKuyJBqdwKyiCLrrhyf1BBKyw3AMemWK7XiAiUo0ozdo5BkXUOdCYtNDadrZJycCktxgziyJ3t8fQRZczFkcS+UHPfszAcCS4sPdZdx/QhfGs6LGETWYgHxC97kD+6fGBZliG5loobmsf//mrQd9nIvqzbYJG7rMvtq3fn8wETSQsziWhp122R4AOZAlz7Yy0OlkdEJZKSLBhM6kpb1ySL3NGKIlZW4E1ROyA0GUyF8WR/Umu1rSQoA5p8nUYmnC1zl7QQyt5QPq5wAQnWbB5wkcELT0xGeHUPWhDXFckUmrFyk4N46trzWhZ//B7ZSL00krOD57bq/Xy+7duzEYDMybN0/N9oeHh7Hb7TQ2NrJv375JXiSfpbLw0UDZl7Kzs0lOTlZvHx0d5aKLLiIiIoKXX375pB3MPBrMuICi4EAl4O7ubioqKo5oWPFooNFoVAXQA9PtYDBIVVUVNpuNBQsWEB4eftjmu8vloqysDIPBwIIFC05YWms0GlWzIJ/Pp5r57N69Wy2bxcbGEhERQXSyhZX/l6c+du7piex4rRVBK2HOHWa0OgSNJkggKEu8p86NpH6bjcB430Krk0+vNVt61ACj0QiyvMvuPnUTEzSQVhBJV90ozmF58xY1kJAVhnvMx0CXUy1fWeNNmML1dNYMqZulMVRLQnY4jTvtk/oE2Ytiqdok025BYUXFUrfVpoo1CgKYk314+4zqAB5AUr6VgS4no/37KbbWeBNarZauumH1fuYwHbHjvitK4NCbZLmafe93q7chSIRnBeVByAkbemZpNC1l/fuzEEG+btfw5CxE6cO0TJB91+oFshZEU/H+/mCCIDHn9HiqNtrUoIUAeafE0rDDvj8DAlJmh9PX4VDfc4CQKD0Wq4HW8v2vozOIzP5GGK+uX48rUiJ5OAejZKboazF83L2Z+ugu4scyiHImUnxOMrmn7M96jwVer5ddu3ZhNpvVuS2Y7KSYk5OD0+lUG/t1dXWYzWY1uISHh8+I8tjIyAi7d+8mMzOTlJT9MzgOh4NLLrkEo9HIq6++etyVlJMFMzaggNxH8fl81NXV0dbWdsTDikeDiaW1iV9Qr9dLWVkZPp9PLa0drvk+NDREWVkZ8fHx5OTkzIgvOoBOpyM+Pp74+Hi1MWqz2aisrCQQCKhN0ejoaLRaLSmzI9CEu6iqriY/P4+xGC173urAYNZy6jcy2flGm9p0FjUiWQtjqNnSqwYTQemP7OmXg8n4balzI+lt3h9MECA2PRTnqJfBrv30U2ucCYvVQEf1EMjsZ/QWeV2yeKR8V61eJGc8mEwsK+UslvsRyqYqCGBO9CONmvE49rOV4jJDcI/5GLbtlyAJjTEQFm2grWJIvZ/BpCGtMIrqDyf3DnKWxFGxsWtCMEF2UfzYNj5JLv+DNV1De9WA2psBiEm14PcF1b4QyCWt2LRQGnb2TXqd2csTZJaWCok550ax/YMadJIZHfKJN3NxBA32JgbdXkKIQEAgepYZX/Iw9a2dWMUYtEE9BouG9LUG3n5hG6H6KEK9kYgilFwbzcaxt3Ak2hkZkQj3RLPonFmUmzbTaK7AG2piINDNknlFFJ2VzPHA4/Gwa9cuQkJCmDt37if+Vsxms8p4VLxIlNKzJEnq93eimu9nCWWgOT09ndTUVPV2l8vFZZddhiRJ/Pe//z3pfeKPBjMuoEzMPERRpLa2Fp/Px+LFi6fFb1n5QgcCAfVLqZhwhYSEqKwTpV+iTL0r6O7upqqqipycnEknlJmGiY3RvLw8RkZGsNvtNDU1UVFRQWRkJIIgMDg4SHFxkcwcS4Lk/Ag0OllnKznPyojdjVYnsOCCVLkJPoF+mjU/hpa9A/sZQxKkzLbS3z6m0m6RIDrJgt8b3B9MkGcmQqONsr7W+EZtCJGlYGo/tqvlMM34sGblpv1DeQiQsyiG+m22SSd0c0IAacwky8MjB5io1BAICvS17286m8K0RCeHTOodaMddKysnBBNBA/nL4+XJ9gk9itzFsTTu6p9QYhOIy7IwbHfhGdu/SGO4iNYg0l03qj6nwaKVxSc/2j8rImoF5p6ZwJ63O9TyE0DuWVF0J9dSF1ZOqD6KtMG5ZBTE4F3YTuWGnfgiRFKH55AamUzURU7er/iI7nAHbm06s1x5zPm2mY29G2iP7CXUFUl233yWXJHMh+536XB04Ax1krc8l1NjZ1Pj2UFVfxVuwUX8wjBWx59Cacrxmd0pwSQ0NPSoG/AHepEMDw/T19dHc3MzFRUVWK1WNcCYzeYpq2AcDgpBZ6J9OMhCkF//+tdxuVy8/fbbhIYefZ/pZMaMCygKHA4HbrcbjUbDkiVLpu0EopStlDKWMteSmpqquqkdrvne2NhIe3v7JI2ekwGCIBAeHk54eDhZWVmMjY2piq7KdY2MjBATE4Ml3KJec9GqZBJywtHpNUQlW8YNnxyIGoHcJbEM9rjUTEAQICEnnJEBzyTabUSCCY1epLdp/6ZqDNESnRJyUDN4VkEUtR/37u9RiAK5p8i+IhODSd4psfJE/qRgIiE5jGowAYhMNiOKqBbNIAeThCwrTbv3ZweiViD3FLkPc2AWUvVBz6RSU3pRFB01Q+oUO0B0uhkxb5SWnlYiNPEYAiZ0FtAs6GLrzj7CjdFY3fGIGoGCK0J55X/vQriexJEsNGgpuDiKjzs/oC1mgOThXEK8VrJXRNCfW8vWni2E5JkINruITzWhP72fdzs3EZjlQacJJzrOQNJpft63fUCPuYOQ7GhiHEYK5oeyaeA96h21mGebiB8JZeE5CWzTbqCqrwq/5Cc9LJ1TkhdRN1LJTttOhrxDJFoSOSXhFIqT5h3Td02B2+1m165dhIeHM2fOnOPa8CeSUrKysnC5XKoXSWNjozqvFR0dTURExJRXDJRgkpqaOkkmxePxcMUVVzAwMMC7775LeHj4lL7uyYAZGVD6+/spKytDr9eTlpY27emsQh1ubW2lrq5OnWuZaOM5MZgEAgEqKysZGRlhwYIF05I5fVbw+/3U1dURDAZZtmwZoiiqk/pNTU0YjUa17xIeHk58Rpj62Plr0ohKtqDRicyaF8VH/2mU51REiaSccESdyHD9/mZ7WIwRU5h+Uo9Cb5H1wpp27w8mir1w1aYetWciiJB7Shx1Wyf0DoCMkiiadverzXYAcwyIXgNjE3oHoTEG9CYt3XUj6m3GUB1Jc8Ko/9iGMJ4JiBqBOSvj2P1OKzppfxM17/Rodn/ciC5gREQuk6YUhdPW34FzRMKA3DCOSDZiXTvK5sZtdIY58GpdZLoLyL9Ox+b+NgYiB3CMjWD2WwldMMgzda/gjBSQfGZCPBEsXZVHVfhWWoYrGTPo6DeFkl+QQl9BNR93f4xeo4doH2eXLCKIi/82/xeNoAFdkIVL88gKj+XVplexu+wYNUYysxI5NbGQd9reoaK/gghDBBEhEZxXcirbbFvY0b0DvUZPrCmWpQlLaR9t58OuDxn1jhJrimV+7HyWJi5FFI59U3a5XOzatYvIyEjy8/OnPHswmUxq3zAQCKg2vRUVFQQCAZVSHx0dfdwsK4fDwa5du0hKSppkT+7z+bj66qvp6Ohgw4YN08LuPBkw4wJKe3s7lZWV5Ofn09vbOyVKwJ8GURRpaGhQ3eCsVuthm+8ej4eysjJEUWThwoUnNQ1Q8YtRiAQKRTMpKYmkpCT1x2mz2dizZw+iKKqMscjISLQ6DdkL98tKLLwwjZBIA4IoMGdFPJufa5LfN1EiPNZETFqIPPw3obGeMjtiv84UCisqhspN+7MDQZTLSvXbJ5e00goj6G0cVZV2QcIUJWDQmSaV04whGqyxZtorB9XbNDqR/K+beXPT+3giBJKGszFgpOCSSLb3fURjtI3EkSys7ljyzoyiO6ma2vAKrPo4UobzSMwPRzq1k7I3tqONNJE+WEhcdBRRFzr52L6ZHm0XUYXRzHJFkDtHz0cDG2kabcJQYCTTlcnCWXFs9VXjtDtxaBzEGpOJSHOyMfgqHe0d9Dv7ScpL4bSUXEYtTWzr2caYfwyLZGFlykokSeKttrfwBX04g05OiT+FHGsOz9c/z4h3BF/AR5Y1i1PiT2FdyzqqB6rRa/RoRA3npJ3Dx7aP+ajrI8waMxpRw9KEpYz6RlnXto5AMIBJa2Je9DzOTDkTnXjsBzqXy8XOnTuJjo4mLy9v2ktRGo2G2NhYYmNjVZteu91Oe3s7VVVVhIWFqcElJCTkqNbjdDrZtWsXiYmJqm4fyIeyb33rWzQ2NrJhwwZ10PiLiBkXUEJDQ5k/fz4RERH09fVNqZvioeDz+fD7/YyMjKjNd4USDJOb76Ojoyptefbs2TOm+X4sUK4lKiqK/Pz8Q17LxB9nMBhkaGgIu91+kEJydHQ0Op0Oo0U3SW12/ppUNcNYsCaVnW+2y38RkP3dS2TV4YmBI++UuEnaUwBZp0Wwe0cdOp8ZHXoQIHleCJ2ODoadfiyEAxLGSLDMC1C3tZFwIRaNpEVnEkldq+WD13cSrovB7AtDEGHeNeFs8r6DJ3mEwZEg4Z5ois7OZ1/YFlrddXgtBoZ8NuYVZ9KZW8623m3oU8MZaesjIk6H7qxe3u16D12OFm+9H1OIROJ5ft7tW4/dZSfcEE5ebCZzojJ5r/096ofqsRqsJIUksbywlA+7NrG3fy86jY7c2FzOKD6D8t5yGroaGHQOYhWtZBrTaXU3UN5fzoB/gChjFAviFmDRWfhf6//ocfagETQsiF3AnIg5vNL4CjanDVfAxezI2ZyaeCrrO9ZTN1SHJ+Ah0hjJeWnnsa9/H1u6tyAg4A66uSDtAgBebHwRJPAGvJTGlnJ++vmYtcdO1VU24JiYmGOSRTpeTLTpzczMxOPxqKyxpqYm9Hq92neJiIj4xDEEJcuKi4ubpHoRCAT47ne/S2VlJe+///4k3a4vImZcQImIiFBFIY/HE+VIoKSvgiCQk5NzEJNr4iaryFCnp6dPKW35RECRhElLSyM9Pf2IrkUURSIjI4mMjCQnJ0dVSG5tbaWyslKdF4iJiVEtWkMjjZxxdY76HPNWJjHU4yTgD7Lsq5nUbbOppk6iRh7+q/yge9LrZp1upS+rlvqaCkJ1UaQNziF1TiT+Za1Uvl9OIEJL6uAcYkMjifu6h4+qd9BrdZIkekj2ZZF5rcDWvk20W+2MuAfI7iuh8AorH/neo8fRgyvMxdwVc1gYlU25ZysNQw04GSNtaTRLI4vo8NewyyYP32nTXFyw/HSc/iHebV+PgIDX7GT52aWkhkbwfMPzeMenJlNCUpgTNYd1retoGmoixBBCqC6U05JO44OOD9hl20WYPgyT1sTyhOW0jLWwxbaFUfcoMZYYVmeuxj3m5t3Od+nz9BGuDSdeH48VK+ta19E80oxFZyEnIocFcQt4s+VNaodqkZDICstiRdIKtnRvoayvjDHfGEmWJE5LPI32sXY+6vqIEc8IZp2ZM5LOwKKz8ErjKzi9TvySn4VxC7ks+zLC9GEcK5TfVnx8PNnZ2TPi92IwGCZl34ocTHV1NV6vl6io/UrJE2m+SpYVExNDTk7OpGBy4403sn37djZu3DhJauWLihkXUCZC0fOaDih9muTkZAYGZE7+4Zrvra2tNDU1HST2djKiq6uL6urq45KEOZxCsjIvEBISovZdJpYVIhPNXHTr/uauIAq0VQwS8AVZ/JVZ9Hc6VCYYQPqpYdjy5QaxNT8cb5OTuBQjmhU9fND9Eb4UHwGvidAwgfhVPjYPfERfiI3QzGiinUYySjVsHfmABncD4QURxA1bKDg3jJ3iJmoGatCgIdOayaKEUnb3badqoIox3xipoaksjF9Ah7OV7b3bGXAPEGOK4ZT4U3AGnLzf+T4jXtnZ8dTEU0myJPFa02u4/W4cfgdF0UUsil/Em61v0j7Sjl/yY9VbOXvW2XzY9SE7bTsxiAZ8QR8XpFxAm6ONN5rewOvwYjQaWZ6xHKvZynOdz+E3+Ik2RpNrySVDk8FzVc/R4+8hXB+O1WDljIQzeLvtbcr7yzFoDMSaYjkj5Qz29u1la/dW3AE3MaYYliUswx10s759PXa3HaveSklMCWmhabzU+BLto+1oRS1zo+dyafalRBmPvWyjNK0TExOPScPus4BGo1GDR25uLmNjY/T19dHV1UVNTY36HQ4LC6Ompka930Q7iptuuokPPviAjRs3HrOW4OcNMy6gHChhP1X2vBPR1tZGbW0t+fn5JCcns337drxe7yd6mMyfP1/1MDkZIUkSTU1NtLW1UVxcTGTk8U06T8REhWSfz6cGl9bWVnQ6nSq/b7VaJ2V9cemhfO2XpQQDQfQmLZ21Q9RttSFJsnhkwhlQ296HRWfBH+1mbcnp9Ll7eatzI3hhyDnAylNWkhobyhvNb+AP+jFoDcyePYu5kem81foWraOtRBgiSLDGcVrRAj7o/IB99n2E6kOJNkZzSvwp7B3Yy3bbdln80RTH4vjF9Dh72NK9hX5PP3GmOEpiStBr9Gzo2EDnWCchuhDmRc8jPSyddW3raBttQ0KiIKqAJXFLWNeyjpaRFkZ9o2SEZXB68unstu1mt303Lr8Lk8HE2aln0+/u562mt3A4HOgMOlamryQ1JJWnap/CF/DhCXjIj8nn9OTTeb7heUYNo1i0FiwaC3OkOfxz6z9pkVoI04eh0WhYlbKK1tFW3ut4Dw0azDozC+MWYtFZeL7+efo8fYTqQsmLzKM0tpTn6p+jcbgRi85Cckgyl+dcTkrIsdPfldmMlJQUMjIyZmQwORATD0jp6emqUnJvby9NTU3qFH9TUxMxMTGEhITw05/+lLfffpv333+ftLS0T3+RLwhmXECZiKlwU5yIYDBITU0N3d3dk5rvyimkp6dH7RmIokh5eTmBQOAgD5OTDcrE/+Dg4LSz0nQ63UEKyXa7nX379qnDaIpCskajQasXYZxhlZRr5eKfF+Ee9ROdYmHAO0C0MRq9qCcjPIM4SxzbbdtxOVyMOEc4N+NckqKSeKP5DYJSEIffwYLYBcyOnM0rja8w6BlEQiLSGMnShKW80/4OlQOVhOpCEQWRM5PPZO/AXj7s+pAQbQhajZbF8Ytx+py81/4enqCHcF0486LnEWWK4n+t/6N9rJ1IQySZ1kyKY4p5s+VNagZrMGlNpIelszxhORs6N1DRX4Ff8pMSksKKxBVUD1SzrXcbg55B4s3xLEtchjfo5c2mN+kZ7SHEFMLy1OXMCpvF8w3PM+IZwRv0UhhdyOnJp/NS40t0ObrwBDzMCp3FVzK/wvbe7dhcNnR+HS6fi0KpkO3V29np3YlBa8CLlyUJS0gNTeWf1f/E6XOiQUNqSCqnJZ3GM3XP0DjUSIg+BIvWwjX515BtzT7mz14JJqmpqZMYUCcb9Ho9UVFRtLS0EB8fT2JiIn19ffztb3/j0UcfJSYmBofDwSuvvDKpOT9d2LRpE3/4wx/YtWsX3d3dvPLKK1x44YWf+JiNGzdy0003UVlZSUpKCr/4xS+4+uqrp32tMz6gTFXJy+fzUVZWhsfjYcmSJZhMJrX5npmZSXJyskqXra2tRRAEVRriZA4mipOlz+dj4cKFn6me0OEUkuvr69m3bx+RkZFq9qKw5UIjjYSOJ09RxihWpqzE4XcQa4ql392PZ9iDwWvgjIwzWDRrEf9t/i9DniF8QR8LYhdQEFnA602v0+/uZ9Q3Sn5EPqcmnsrGzo3UDdYRCAYwaAysmbWGvQN72dy9GZ2owxVwcV7KeXgDXl5tfhW9qCcQDDAncg4poSk8X/c8A54B9Bo9iZZElsUv49XmV6kdrCXCEIFFZ+GclHP4qOcjtvdux6AxEG2I5vSk0+lwdLCpcxMOv4NIYyQLYuXG+ks1cpCINEVSEFvAvKh5vNjwIs0jzWgEDTkROaxKWcVrTa/RMNyA2+8mOTSZVamrKOsrY4dtB2P+MawGK6tSV6EX9LzW+BqegAen10m+IZ9oVzT/qPgHHsmD2+8mPyqfNelreLb+WVpGWhAEAb2o51uzv8XcqLnH/FkrEiRKX+5khiINExoayty5cxEEgaioKH7729/icDh4/vnnmTNnDqtWrSI/P5/rrruOG2+8cdrW43A4mDdvHtdeey1f+cpXPvX+zc3NnHfeeVx//fU888wzrF+/nv/7v/8jISGB1atXT9s6YQYGlANLXlORoSiOjmazmcWLF6uZz8Tmu1K2sVgsjIyMqDzybdu2YTab1czlSJznZgoUWrDRaGT+/PknVLn1aBSSJ4oAhhvCCTfIGmq9Db3kBHNYWbqSzKhMXAEXOlFHvCVebXi/2/EuzSPN+II+ciNyWZa4jE1dm6gdrGXEN0JKSAqnJ51Ow3ADW3u24vQ6segtnJlyJgIC/2v7HwEpwIhvhGXxy5gbNZd/1f4Ll9+FN+AlMzyT05NP55WmV2gYbkAraNEIGi5Kv4iN3RvZ2rMVi9ZCkCCnJ5/OkHeIN1vfRETEqDFSFF1EckgyT1Y8Sa+zlwhTBFlRWZyWfBov1L9A3XAdFq2FWFMs5886X+6P9JUDEGuKZWXKSppGmvio6yOGvENEGCJYEreEEF0Irza9yqBvEL1OT3FcMcsil/FM4zPYXDYCUoBkYzJLQ5fyYv2LNI004fQ5iTPH8dXsr7I0cekxf7bDw8Ps3r2bjIyMk778owSTkJCQSQOYkiTxu9/9jv/+9798/PHHFBQUMDQ0xNtvvz3tTNRzzjmHc84554jv/8gjj5Cens59990HQH5+Ph999BF/+tOfvngBZSKmouSlNN+TkpLIzc0FDt18h0N7mPj9fvr6+rDZbOzcuVPtCcTGxmK1WmdscBkZGWHPnj3ExMSQl5c3oyjOn6aQrARwpSmq+Iz7/X7OPuXs/dkMoaxMWYnNaSMtLA2T1oQv6CMlNAV/0M9ZKWdROVBJWV8Zbr+bBEsCpyacSpeji83dm+l39xNtimZx3GIs2v1UXL2opzS2lIKoAp5reI4B9wDeoJf8iHzOSjmLN1vepHmkWc4YQpK5IP0Cdtl3sdO2E0ES8AQ8XJRxEZ6Ah9eaX0MjaHAH3CyJW0J+RD6PlD/CqGcUvU5PUlgSq1JX8Z+6/8i9DK0FnUbHpVmXsrFzI9t6t2HQGNCLek5PPp1h9zDvtr2LO+DGorNQElNCujWdZ+uepdvZjUVrITU0lfNnnc9TtU/R6+1F1IokmhJZHbWat9vfptHViF/wE6GP4PT40zk37dxj/iwV2fbMzMxJelYnI3w+n3rwnKgzJkkSf/rTn3jwwQdZv349BQUFAFitVr761a+eyCUfEh9//DErV66cdNvq1av50Y9+NO2vPaMDyvHShtvb26mpqSEvL4+UlBQkSVKf78Dme11dHT09PQd5mGi1WlVgcaJrYnn5+KlxPLhERkbOmE1b8bM+WSjOExWSlQBut9vZvXs3oigiSRJGo5GSkpKDBkmzrdmT6v6nJZ1G7VAtOdYcssOz+bDrQ5JDkul393Nqwqm4Ai6VpWU1WCmOLibOHMcbLW/Q6egkTBdGhjWDxfGLebnxZRqHGtGIGtLD0zkr9SzeanuLmoEaXAEXiZZEzkw+k7qhOrb2bmXYM0y4IZwViStAgDeb38TpdyJJEoviFrE4fjEP7XmIMe8YklYi3ZrO2vS1vNzwMi0jLUiShE6j4xvZ3+Cj7o/Y0r0FvajHH/SzOmU1IiIvNb4kz0YhkBeRR3FMMf+s+ic2lw2T1kS0KZqvZn+Vp+uepm6oDqPGiEVn4ZKsSyjvL6fJ14SklQgRQygwFZBiT2HL5i1qafJopEoGBwdV2faZrGN3JFCCicFgmKSALEkSDz74IPfddx9vv/02xcXFJ3iln46enp6D2KhxcXGMjIzgcrlUWv90YMYFlImb37FmKJIkUVNTQ1dXFyUlJURFRan9koleKyBnIHv37sXtdn+qh8nEnsDEQb/q6mp8Pp9asjmRxkAdHR3U1tYyZ86ck5IXPzGAK/RTnU6H1+tl8+bNk4YpD/UeF8cUUxyz/0e/LGEZ223bWRi3kHNSz+H+8vuJMkbhCXiYHTmbLGsWz9Y/i81lI0QbQmJIIqtTVvNiw4vUD9dj0VqwGqysSVvDps5N7LHtQRAFooxRnJF8Bl3OLjZ1bVID1PyY+cQYY3it+TVsThsGjYH8yHyWxi/l0bJH6fP0IWpE0sPSuWDWBbzWLPdHHD4HseZYzk87n+pBuYHvC/qQkDgr+SwijZH8u/7fAHgCHgqiCliZspK/VfyNIc8QIJcHv5b9Nf5d929qBmvQi3qCBLk462IqBit4v/N9tIIWAYHFCYv5cfGPMYkmlThRUVFBMBicJFVyONmjgYEBysrKyM3NPekps36/nz179qDX61VvFpD3kb/97W/cc889/O9//2PhwoUneKUzHzMuoEzEsfRQ/H4/5eXlOJ1OFi9ejNlsVktccLCHidJjOFoPkwMH/UZHR7HZbDQ2NqrqvQc2nKcTE8Uqp8sp8rOEUrJTLAGU2w5USFYC/OGIE0sTl7I4YbGsdwXMj53Plu4tZIRn8M3cb/Jk9ZPqJhtjiuGctHP4T/1/aBpuwqQ1IQgCl2RewqauTWzr3SbfhsCKxBU4/U7ebX8XT8CDWWumMKqQHGsOz9U/R6+rF4vOQpIliXPTzuWxssfodHdi0BmIM8dxQfoFvN32NlUDVXgDXiKMEaxMXonNZeODzg8Y8Y6oJa20sDT+XfdvRjwjsrqxNZcL0i/g75V/Z9AziCfgId4cz1ezvsrbbW9TP1QvK2NrBC7MuJBuRzfvd7yPKIj4JJm88MOiHxKik9l+E4kTynvc0tKiDqxOVPEFuYxcXl5OXl7elNhbn0gowUSr1aq23iD/np544gnuuusu3njjDU455ZQTvNIjR3x8PL29k9Ument7CQsLm9bsBGZoQFFcG4+W5eV0Otm9ezdGo5HFixerAelQk+9T6WEyUeIhKysLh8OBzWZTG85Wq1UtjU0HYywYDFJZWcnw8DALFy486f0XBgYGKC8vJz09nbS0NPUAMFEh2el0YrPZ6Onpoba2ltDQUDWAWyyWyZmusF9S46yUs5gfOx+zzoxRYyQvMo8ORwcxphi+nvN1dtt3M+wZRkLCoDFwWfZlbO3dyvbe7eg0OjwBD+emnYsgCLzY8CIaUUNQCpITkcO8mHk8Uf0EQ54hdKKOSEMkF6VfxN/2/I1Obych+hAMWgOXZFzC1p6t7OnbgyAIWHQWlicsxyf5eLf9XcZ8Y5h1ZvIj81kYu5Cn6p6iz92HVtCSaEnk0qxLebz6cTodnQSlINHGaNamr2Vz92bK+8rl/orWworEFQSCAd5uexu3340gChREFnBrya2HnII/UIV64sBqfX09ZrMZi8VCX1/fcQ3GzhQEAgFVl2/evHmq9IokSTzzzDP87Gc/47XXXmP58uUneKVHhyVLlrBu3bpJt7377rssWbJk2l97RgYUBZ/kpnggBgYG2LNnD4mJiepE66FsekH2MKmurp622q/FYiE9PZ309HT1R2mz2airq1M3vtjY2CnZ+H0+nzovs2DBgpPeZrS3t5eKiopP3bDMZrPqReH1etWN71AKyRM/e0EQiDTuH+pcnbqaXGsuJq2JREsiHWMdhOnDMOvMnJl0JnpRT/VgNd6gF0GQM5MQXQgvN71MkCBev5fCqEJWJq/kkcpHcPqcBIIB4s3xXJp5KY/vfZxubzd6rR5JkLgs6zK227er/ZGAFGBh/ELCDGH8p+4/+II+tKKWtNA0zkw+k8eqHsPusmPSmLDoLFyVfxXP1D1D80gzoiASqgvlvPTzqBqoYkfvDrxBL2atmfkx84kzx8nDkN5RtIKWlJAUfr7g50Sbjsxq4cCB1ebmZlpbW9FoNNTX1zM4OKgaXE2FHfdnCSWYSJJEcXHxpGDywgsvcNNNN/Hiiy9yxhlnnOCVysoDDQ0N6t+bm5spKysjMjKS1NRUbrvtNjo7O3nqqacAuP7663nwwQe59dZbufbaa9mwYQPPP/88b7755rSvVZCU4/sMgtfrVaXj3333Xc4444xPLBspmUBubi6pqamHlZ2fWBYqLCz8zFVBlY3PZrPR399/3HRkpWSnzMucbD/qA9He3k59fT0FBQXH7Mw5USG5r68PQRDUYcrIyMhPfY/8QT977HsAuR+zsXMjT9c+jdPvJMcqz4U8XPEwXY4uWQMuPIcLMy7k8erH6ff04wv4SLQkcnH6xbxW+xpd3i58+AjVh7I2Yy02p40Puj4gKAUJSkFOiT+FwuhC/lH1DyRJwhPwkB6ezlezvspjVY/R7+5HQMCsM/Odud/hv83/pW6wDr1Gj4TE2llrcQfcvNkqbxYaQUNhdCFLE5byj6p/MOYbQy/qiTJGcc+Se8iNyD2m91UJ9AUFBURHR6v9Q7vdjsfjmVR+nOmHmomswZKSkkm9uFdeeYVvf/vbPPvss6xZs+YErnI/Nm7cyOmnn37Q7VdddRVPPPEEV199NS0tLWzcuHHSY3784x9TVVVFcnIyd9xxx2cy2DgjA4rP51Mb6G+//TYrVqw4ZO1PkiRqa2vp7OykqKhoUvP9UB4mFRUVjI6OUlRUdMI9TCbSkfv6+o6ajjw8PExZWRlxcXEnRMl1KqEE+o6ODoqKirBarVPyvBOJEzabTVVIVja+I+mZ+YI+NnRswOFzsCJpBTWDNTy07yEcPgdmrZnvF36fv1f+ncbhRkAexrw0/VLerH+TDl8HAQKE6kM5I+kMglKQ9Z3rcXgd6DQ65kbN5dSEU3my5knGfGMEpSDJIclcmXclj1c/jt1lxxvwYjVYuSL3Cjb3bGZf3z6CBBEQWJ2yGrPOzCtNryAi4gvKkvVr09fyUMVDuPwuBATCDGHcteAuFscvPqb3saenh8rKSgoLCw8K9JIkqTNFdrudkZERQkND1ff4aCXipxvBYJDy8nJ8Pt9BweSNN97gmmuu4V//+tcRDRB+iYMxowMKyLW/xYsXH2SlqTTfHQ4HpaWlmM1mNTOBybLzEz1M5s2bN+M8TCbSke12O/DJdGRFykTh/s+kH+zRQpHD6e/vp7i4eNoCvSRJqkKy3W5nbGxM7W1NVEj+NPiCPl5oeIGOsQ7OSjkLvUbPr3f8GqfPiS/o49L0S/mw+UPqvfVISJi0JpYlLCNEH8L/Wv+Hy+9CL+qZFTaL82edzz+r/8mgexBREIkxxXDt7Gt5quYpepw9BKQAobpQLky/kMaRRnbaduIJeNCJOubHzCc7IpsXGl7AG/ASJEhqSCpX5V3F/eX34/Q78Qf9hOvDubXkVs5MOfOY3jelPFxYWHhErqQTy4/9/f3o9fpjoiRPB4LBIHv37sXj8VBSUjLpQPHWW29xxRVX8M9//nNGzpacLJjxAeX999+nuLh40qlV8SYwGAwUFRV9YvN9ZGSEsrKyT/T9mEk41Kl6Ih25u7ub+vr6z4XycSAQYN++fTidTkpKSj5TiZuJDefBwcHDKiR/GvxBP49VPcYu2y4WRy8mpi+Gx8cexyt4GfWNsih2Eenh6Tzf8LwcDAQdySHJXJp1qUz59Q6hFbWYtWaun3s9z9c/T/NoMwICJq2Jc9LOoc/Vx8c9H+MNetGLevIi81gUu4hn6p7B4XcgIhJtjOb6guv5y96/MOIZQULCorXwrTnf4hs53zim90hR3p03b94xlYcnarnZ7fYjpiRPB4LBIPv27cPlclFaWjrptTds2MDXvvY1Hn74Yb75zW+e1Ae0E40ZGVD8fr+aaWzatIk5c+aoX2hlmCo+Pl51gFPcFQ9sviseJookxMn2RVEc52w2GzabDYfDgSAIpKWlkZaWNuMyraOBoq0GUFRU9JluLodai1J+7O/v/0SF5MNheHhYJoUkJfLfsf+yvXc7SSFJ3LXwLr678bvYXXYcPgcxxhiuyLuCv1f+nRHvCBpRg0bQcP3c63mj5Q2ahptUVtoZKWcgIvJu+7sEpAAaQUOWNYtVKat4rPIxnAEnWkGLSWvix/N+zF8r/qr2XAwaA5dlXcZ3C757TPa9HR0d1NXVUVRUNCXK1BMpyXa7HYfDgdVqVbOXT5r/Ol4Eg0EqKirUasbE382mTZu49NJL+fOf/8w111xz0u0RMw0zmuUFk6flOzs7qaqqIicnh7S0tE9svre0tNDc3MzcuXNPWhc1hY5ssVhwOp34/X7i4uIYGBigtbV12unI04WJGmOFhYUnnEyg0+lISEggISHhsArJyqn6UGtV5EcUZYIfSz/G7rITYYhAr9GzMHYh6zvWE64P57bS23i58WU8AQ8SEhpBwzdyvsG77e/SNCxbJgekAAvjFhKmC+PFxhdlGj0S0aZoVqes5tHKR3EH3IiIaEUt35n7HR6ufJh+dz8iIgICq1JX8Z253zmmYKKQI4qLi6dsnulIKMlKcDmQmXc8kCSJqqoqxsbGmD9//qRgsmXLFi677DJ+//vffxlMpggzPkPZtm0bycnJOBwO2traKCoqIjo6+rDN94keJkVFRSe1hwnINeny8nIkSaKoqEj9QUykIw8NDU05HXm6oAh1RkZGzvgSpKKQrLzPbrf7oIFVRebmkyjo/qCfff37iDJGkRqayt8q/saLjS8iIXFO6jlEGCJ4ouYJNUjkR+RTHFPMs/XPymwwgkQaIrk2/1oernhYlnNBQi/quSb/Gta1rqN9rB0BOfAsS1jGb0/57TF5wbe1tdHY2HhQmXk64fP56O/vVyV3RFFUg/jxUJKVYDI0NMT8+fMnsc927NjBBRdcwK9//WtuvPHGL4PJFGFGBpRAIKBmJTt37sTj8RAIBCgpKcFisRy2+a5svoFAgKKiopPq1H4oOJ1O9uzZQ0hICHPnzj3sD2siHXlgYACTyTQj1ZGVslBycjKZmZkzZl1HCmVgVWEzmUwmXC4XWVlZzJo164ifxxf0sb59PYIgcGbymbza9CoPVTxEIBggzhzH9+Z+j7u234U74AbAorVwQ8ENPLDvAVx+FxISWlHLxZkXs7dvLzWDNUjjNpdzI+fyyGmPoNMcfTBRsvqSkhLCw8OP+vFTgYk9xAMpyQda834SJEmiurqagYEB5s+fP+lxe/bs4fzzz+f222/n5ptvPum+hzMZMzqguFwuNm/ejF6vZ/Hixeh0uknN94nBZGxsjLKyMtXD4ESXUY4XyiR/QkLCJB/rT8Px0pGnC8pJPisr66RXpQVobW2lvr6ekJAQxsbG1JJNbGwsYWFhR/U++4I+2U3R3cdFGRfRNtrGz7f+nEAwgCAI3FZyG/eX38+IbwQADRpWp66m3dFORX8FEhICAikhKTy+8nFVUuVooAwtlpSUzJis/lgpyYqWn+K0OjGY7Nu3j3PPPZebb76Z22677ctgMsWYsQGlr6+P3bt3o9VqSUhIICsr67Cy8/39/ezdu5eUlJST8uR7IBQywfFuvkdLR54uKD72J6tg5YFoa2ujoaFBbVhPVEju6+ubJCJ6LO9zQArw8L6H2WPfw9qMtZTElPC1t79GIBhAQmJ54nJ8QR9beraoj0kwJ/DQaQ+RaDl6ORRl2Le0tPQgev5MgmLNq7zPh6IkS5JEXV0dNpuN+fPnT6KDV1VVcc455/D973+fu+6666TfJ2YipjSgBAIBfD7fcT+PzWajsrKSWbNm4XK5EEVRnYCfmJWAPHTV0tJCRkbGSdt8n4ju7m5aW1vJycmZUt/3YDDI6OgoAwMDDAwM4PP5iIyMJCoqCqvVOi0ZnSRJdHV10dHRQW5u7lHV5AVBQKfTzagfvSRJk07yhyoLBYNBBgcH1RJkIBBQFZKjoqKOic0mSRJ/KvsTrzW/RmFUIb9f+nvO/e+5OP1OAML14Ty44kFyrDlH/byNjY10dnZSWlp6wod9jwYTyRN9fX3q++z3+xkdHWXBggWTmGO1tbWcc845XHPNNdxzzz0z6nv1ecKUBBRJkujp6WFoaGgKloTabNdoNPh8Ptkn4hA/RKV5r9frPxdfkM/yeiYy5JT3WhTFKQ0sx3s9oiiSmJh4QinFCiRJor6+nu7ubkpKSo7oJD+R9q1QZY9EIfmTnk95H/+69688VfsUOlHHgysepCi66Kifq6Ghga6urpMumBwIhZJcV1fH8PAwIJtfdXZ2kpWVhdFo5Oyzz+arX/0q995772eSmf/1r3/lD3/4Az09PcybN48HHnjgE+Xv77//fh5++GHa2tqIjo7mkksu4Te/+c1J1weekoDS3d3N0NCQat96vJuhJElqn8Tv9+P1etVNT6vVIoqiqvdlNBo/F8HE7XYjSRIGg+EzZz4pczx+v199n5X3+ljfW7fbTTAYxGg0HtP1BINBenp6EEWR+Pj4E/oZKw3e/v5+VZXhWOB0OtXMZXh4+BMVko8EHWMdhOpCCTccXQNdKQv19vZSWlo6o1mBRwpFumf+/PmIokhfXx8///nPee211xAEgcLCQv7yl7+oFuDTieeee44rr7ySRx55hEWLFnH//ffzwgsvUFtbe8gqyr///W+uvfZa/vnPf3LKKadQV1fH1Vdfzde+9jX++Mc/TutapxrHHVACgQB1dXVqSj8VUBSGJyIYDOL3+9UpekEQ0Ov1M64scrSQJAmXywXI6q4n+lokScLn86nZhSiK6HQ6NZAfCZxO2aXweA8XIyMjdHV1kZKScsIMy5ShuNHRUUpLS6fsxHigRInBYJg0TDld3wNF/85utx9XcJxJaGpqoq2tjfnz50/KtDo6OjjrrLPIzMwkKSmJdevWodVq+eMf/8jll18+betZtGgRCxYs4MEHHwTk71BKSgo33ngjP/vZzw66/w033EB1dTXr169Xb7v55pvZtm0bH3300bStczpw3L9SpWcylV/Mjo4OvF4vVquVsLAwRFFEFEX1BK3T6dS/ezweNBqNuumd6A35aBAMBnE6nWg0mmk3vjlSKIFar9erlsnK+yyKIlqtVn3/D4QkSTidTtnjYwpOvUqpKxAInJCAEggEVO2nBQsWTKkygV6vJykpiaSkJFUh2W63q9bSCmPsSBSSjxQK+6mvr++ghvXJipaWFtra2g4q23V3d3Peeedxxhln8Nhjj6neSlu2bJnWXqvX62XXrl3cdttt6m2iKLJy5Uo+/vjjQz7mlFNO4emnn2b79u0sXLiQpqYm1q1bxxVXXDFt65wuTNmvdCo38sjISAYGBujq6qK1tVUNKoODg2RkZKinRGXT8/l8+Hw+3G63WqqZ6ZlLIBDA5XKh0+lmrNy30hhXNnYlQ1QkYJQgrvjWOJ1ORFGcso3qRH5+fr+fsrIygsHgQdpPUw2NRqOy7ybOYdTW1uLxeCZN6h9rUFOG/AYHBz83waS1tZXm5uaD2Gm9vb2cd955LFy4UA0mIKtuTLdZlkIQOJSne01NzSEf841vfIO+vj6WLVumHuKuv/56fv7zn0/rWqcDM1J6xWKxYLFYSE5Oxul00t7eztjYGIIg0NfXh9/vJzw8HI1Gc8gTtc/nU0/UR1uu+SygzNgYjcYZ0XA+Umi1WjVTUDIXl8ul9ru0Wu3nYqPyer2qLWxpaelnOtN0oLX02NgYdrudtrY2qqqqjkkhWZIk1dHzwLmMkxVtbW00NTUdNDfT19fHmjVrKCws5Mknnzwp5tE2btzIPffcw0MPPcSiRYtoaGjghz/8Ib/+9a+54447TvTyjgozMqAoUBqzPp+POXPmIEkSg4OD2Gw22traCA0NxWq1qrTXiSfqExFc7r77bl5//XV27dp12PtcffXVDAwM8PLLL5+wvsDhcO211zI0NMTLL7/8qfdVgksgEFDLdoFAgNHRUTVDnGnXdyTweDzs2rULi8VCQUHBCT2ICIJAaGgooaGhZGRkTNK/qqurw2KxqMHlcIoIij306OjoQfIjJys6OjpobGw8iLo9MDDAmjVryMrK4umnnz4h3z9F7+1Qnu6Hm8G64447uOKKK/i///s/AAoKCnA4HHz729/m9ttvn1GH4U/DjP7FK77yeXl56knebDaTmJiI2+1maGiIvr4+2tvbCQkJUYOL0ks5MLgcaS/gaDbWo4Hb7SYQCKhluZMdh8q0gsGgGsRdLpcaeE6G/pZii2C1Wpk9e/aM+yEfaMmrDPm1trai0+nUvouikHygyu7nIZh0dnZSV1d3UDAZGhpi7dq1JCcn89xzz50wJW69Xk9paSnr16/nwgsvBOTfxPr167nhhhsO+RilVDwREy2JTybM6F1Nq9UeUiNJEARMJhMmk4n4+Hg8Hg9DQ0MMDAzQ0dGBxWJRg4vSSznSXsB0weVyEQwGT4qN9Uig9KxMJtOk4CiKIgaDAYPBoDLzvF7vjO9vjY2NsXv3bmJjY08KB8xPUkgOBoNER0fjdDoJBAIHqeyerOjq6qK2tvYgV8+RkRG+8pWvEBUVxUsvvXTCA+dNN93EVVddxfz581m4cCH3338/DoeDa665BoArr7ySpKQkfvOb3wCwZs0a/vjHP1JcXKyWvO644w7WrFlzUpTsJmJmHcGOAYIgYDQaVX+UuXPnEhERwdDQEJWVlaoMg9frVR+j1WpZt24dp556KvHx8SQnJ7Nq1Sp6e3u58847eeqpp3j99dfVk7Xi1fyzn/2M/Px8QkNDyc7O5s477zykMsDf/vY3Zs2aRWhoKF/72tfo6uo6LI02GAzy29/+lqysLEJCQigpKeGll176xGvOzMzkN7/5Df/3f/+H1WolPT2dv//975Pus2/fPlauXElISAixsbFcf/31jI2Nqf8eCAS4+eab1Snun/70pwedhg63No/Hg9vtxmw2f2KmJYoier0ei8VCSEiIakUwNjaGw+FQ54tONEZGRti5cyeJiYknRTA5EIrUy+zZs1m+fDlFRUUMDw8zNjaG0+mksrKSjo4OPB7PiV7qMaO7u5uampqD/FkcDgeXXnopJpOJV199dUb0h5QByjvvvJOioiLKysp466231EZ9W1sb3d3d6v1/8YtfcPPNN/OLX/yC2bNn861vfYvVq1fz6KOPnqhLOGbM6AzlaCEIAgaDgbi4OGJjY/H5fAwNDTE4OEhXVxcmkwmr1YrL5eLyyy/nt7/9LRdeeCGjo6N89NFHGAwGfvCDH1BdXc3o6CiPPvooWq1W9dEODQ3lH//4B4mJiezbt4/rr7+e0NBQfvKTn6hraGho4IUXXuDVV19leHiY6667jltuuYV///vfh1zzb3/7W/7973/z17/+lezsbD788EOuvPJKoqOjWbFixWGv9U9/+hN33303P/vZz3jppZf4/ve/z/Lly8nNzcXhcHDuueeyePFitm7dis1m4zvf+Q4/+MEP+Oc//wnAH//4R5566ikee+wx8vLy+NOf/sSrr77K6aef/qlre+mll1i1atVRlYSOh448nRgcHKSsrEz1MjnZEQwGaW5uRqfTsWjRIrxeLzabTXVfDAsLmzRMeTKgt7eX6upq5s2bNymYOJ1OLrvsMgD++9//zqiZmhtuuOGwJS7lgKpAq9Vy1113cdddd30GK5teHPdgo9vtprm5mfT09OM+HQx7hqnqr2J21Oyjnv79JCgbmBJcduzYwTe/+U22bt3K3LlzD1r3tddey+DgIP/5z39UGX1lw5uYgt533308//zzbNu2DZCb8vfccw9NTU3Ex8fjdDrZuHEjF198MW1tbcTHx0/qz3g8HmJiYnj77bdZsmSJ+rzf/va3cTqdPP3004e8nszMTJYtW8aTTz6pXl9SUhJ33XUX3/nOd3jssce47bbbaGlpUTeNdevWceGFF9Le3k5cXBwpKSn88Ic/5JZbbgHkMmBWVhYlJSWHXZvL5eJ73/sePp/vsGs7FiglSL/fP6kE6fP5aGlpITExcVrKGIoCck5ODsnJyVP+/J81AoEAZWVlBAIBiouLD2IQejyeSTYHx6OQ/FnBZrOxb98+CgsL1YMdyPvOV7/6VUZHR3n77bdPmNz+l5iMGZOhDHuGuei1i7C77MSYYnhl7StTFlSUTUrh8qelpfG3v/2NM888k8WLF7Ns2TIuueSSSUFRKaXBftHLZ555hkceeYSWlhYcDgd+v/8gqe/U1FRiY2NxOp0YjUaWL19OMBiktrb2IJZHQ0MDTqeTs88+e9LtXq+XoqKiT7ymgoKCSdcXHx+PzWYDoLq6msLCwkkn0KVLl6rrMBqNdHd3T9IWUiiyyvnieNZ2tDgcHdnr9eLz+RgYGCAuLm5Ks5fe3l4qKiqYPXs2CQkJU/a8JwqBQIA9e/YgSRIlJSWHLEUaDAaSk5NJTk7G7/fT39+PzWZj9+7diKI4aZhyJhASlJ5QQUHBpGDi8Xj45je/yeDgIO++++6XwWQGYcYElKr+KuwuWWLd7rJTPVDN4oTFU/46Slls48aNbNmyhbfeeosXXniBBx54gCeeeIJZs2apzUwFGo2G7du3c91113HnnXdyxhlnYDabeemll/jrX/+K3+9Xf8CSJB2yWX0oKD2N119/naSkpEn/9mkn8gNPn4IgTGk/YuLaFGlwJcBOZ9NzYnBRSBPNzc1UV1cTHR1NXFwcUVFRx8WSU8o/B556T1b4/X727NmDIAiUlJQcUSNXq9USFxdHXFzcJIXkqqoq/H7/pGHKEzErpWSPB1p4+3w+rr76arq6uli/fv2UWRR/ianBjAkos6NmE2OKUTOU/Mj8aX09QRBYunQpS5cu5Ze//CVpaWnU1taydOlSNBoNIyMjVFZWYrVaiYiI4OOPPyYtLY3bb79dfQ5Fq0ehyHq9Xtrb21VLXoCtW7ciiiK5ubkHX/Ps2RgMBtrb2z+xX3K0yM/P56mnnsLhcKhZyubNm9V1hIeHk5CQwPbt29XJYb/fz+7duykuLp60tvr6er75zW+ekGanwgorKSlRewGNjY1UVFQcZMV7pDjQy+Rkh8/nY8+ePWg0GoqKio6JFSSKIlFRUURFRZGbm6sqJLe0tFBZWUlERIT6Xn8W3wPF32jOnDmTJs79fj/f+ta3aGxsZMOGDVOmHfglpg4zJqCEG8J5Ze0rVA9Ukx+ZP6U9lAOxbds21q9fz6pVq4iNjWXbtm3Y7XbmzJlDZGQkhYWFfPzxx7jdbmw2Gz09PRgMBtra2njyySdZtmwZ69at47XXXgPk2RhF4NFoNKqeCw6Hgx//+MdceumlhxxqCg0N5aabbuLmm28mGAyydOlShoeH2bJlC2FhYVx55ZXHdH3f+MY3uPvuu7nmmmu48847sdvt/OhHP+Kb3/ym+gO98cYb+f3vf092dja5ubncf//9k+wHzGYzN954I7fffjt6vX7K1nYsEASBsLAwwsLCyMrKUq14Ozo6qK6uVqfHY2NjD7vhKV4miu7T56FM4vP52L17Nzqdjnnz5k0JxfTA91pRSO7p6aG2tlZ1TIyNjT0mheRPw8DAAOXl5eTn50/6zQQCAa6//noqKyt5//33PxfeR59HzJiAAnJQmY4y14EICwtj06ZN3H///YyMjJCWlsZ9993HOeecA8B1113Hxo0bOfPMMxkbG2P9+vVceeWVVFZWcvPNN+P1ejnjjDO45ZZb+N3vfqf2R/R6PVlZWVx88cVcfPHFDA4Osnr1an7/+9/j8/kOWab51a9+RUxMDL/73e9oamrCarVSXFx8SFXSI4XZbGbdunX8+Mc/ZvHixZjNZr7yla9w7733qve56aab6Onp4ZprrkEURa6++mouvPBChoeH1R7G3XffTWJi4pSubSpgsVhIT08nPT1dDfo2m426ujpVEl7Z8GC/XHtPT89BirQnK7xeL7t378ZgMDBv3rxp63mYzWbS0tJIS0tTHRNtNhvNzc1TrpCsMO7y8vIm9bUCgQA33ngjO3bsYOPGjZ8L18/PK2YUy+tkgOJ8ODg4yODgoGoglZycfEimjDLcp8jBz3RlZGVgcSbojLnd7qNieSmS8AqLyWQyERMTg8PhYGRkhPnz588oaumxQlG0NZvNJ0weZqJCsmIvrRiHRUVFHXW2NDQ0xO7duw9i3AWDQX70ox+xYcMG3n//fdLS0qb0Or7E1GJGZSgnA0RRJDw8HEEQGBwcJCoqClEUaW9vJxgMEh4ersruC4KgDvedDMrIXq8Xj8eD2Ww+6SZ0YbIkvN/vx263U19fj8fjUXtVijTJTHi/jwUej4fdu3djsViYO3fuCWNjHaiQPDw8rGaJHo9HHZg9EoXk4eFh9uzZQ3Z29kHB5NZbb+Wdd95h48aNXwaTkwBfZijHAJ/PR0VFBSkpKURHRwNyWWVsbIzBwUGGhoYIBAKEhYVN8nSZiInilRP1vU6UMrLH48Hn82EymWZMMDnaDGUiJnqZFBUVTbLiBdRSjXIgOBmgCFeGhoYyZ86cGbluSZLUHpfNZmNsbAyr1ar2XQ5USB4ZGWHXrl1kZmaSmpqq3h4MBvnFL37BCy+8wMaNG8nOzv6sL+VLHAO+DCjHCJ/Pd9iSkPKjUoKLz+dTg0t4ePinBpfPWnbf7Xbj9/sxm80zapM61oCieJlIkkRRUdGkz0mSJIaGhtQNz+fzTRkdeTrhdrvZtWsX4eHhzJkz56TJsNxut1qGHBwcnKSQDLBr1y4yMjImZR+SJPGrX/2KJ598kvfff5/8/OllfH6JqcOXAWWaoRhPKcHF6/WqsvuKp8uB91d6Ln6/f9plSabKrnc6cCwBRfEyORLmkyRJauZis9lwuVzHTEeeTigqyJGRkeTn58+4z+lIMVEh2W63qyXizMxMddZJkiR++9vf8sgjj7Bhw4ZJA7zTib/+9a/84Q9/oKenh3nz5vHAAw9MGvw9EENDQ9x+++28/PLLDAwMkJaWxv3338+55577max3pmJmHsc+R1DscC0WC0lJSbhcriP2dIHJyshTGVwmetnPxGByLHC73Wp/4Uia1VNBR55uuFwudu7cSXR0NHl5eSf156QoJIeGhjIwMEBsbCwajYaKigoefPBBgsEgJpOJ999//zMNJs899xw33XQTjzzyCIsWLeL+++9n9erV1NbWHpKe7PV6Oeuss4iNjeXFF18kKSmJ1tbWSQrIX1R8maGcICgT9Urm4nK5DvJ0ORCH07w62p7HdNj1TgeOJkNRTvERERHk5+cfd8CdSEdWBlUPpCNPN5xOJ7t27SImJuakVEE+FBwOBzt37iQpKYmsrCxA/j5u2rSJu+++mx07dqDVajnrrLO48MILWbNmzUF2ulONRYsWsWDBAnVQORgMkpKSwo033nhIivwjjzzCH/7wB2pqak44E3Km4csM5QRhoqdLQkICHo+HwcHBw3q6wKE1r5xOJ4IgHFK88lAIBoM4nU60Wu3n5gAwHV4mRqNRNbOaSEduamrCZDKpweVwTonHC4fDwa5du4iPjyc7O/tzEUyUAJmYmEhmZuakf6upqaG6upoPP/yQqKgoXnvtNR5//HHa29u5++67p21NCgX7tttuU28TRZGVK1fy8ccfH/Ixr7/+OkuWLOH73/8+r732GjExMXzjG9/gpz/96YwhtJwofBlQZgAUIcqEhATi4+Pxer1q5nJgcFHq+kpwMRqNqnilUsI6XHBR7HoNBsOM6Q8cL0ZGRti9ezfJyclkZmZOy8Z7IB1ZGe7buXMnOp1ODS5TRUceGxtTN96srKzPRTBRMsj4+PhJ1yRJEk888QR33XUXb7zxBqeccgoAt956K7feeuu0Oxb29fURCAQOyoLi4uKoqak55GOamprYsGEDl19+OevWraOhoUFV4f48SNAfD74MKDMMinhlfHw8cXFx+Hw+Nbgoni4RERGTgotGo1GDx6GCi5LVHGjXe7LjRHiZaLVa4uPjiY+PJxgMqoq95eXlwPHTkcfGxti5cycpKSlkZGR8boLJzp07iYmJmZRtSZLE008/zc9+9jNef/11VVduImbi9QeDQWJjY/nb3/6GRqOhtLSUzs5O/vCHP3wZUE70Aj5P+OUvf8mrr75KWVnZYe9z9dVXMzQ0xKuvvvqpz6eYUimGYX6/n8HBQbq7u7n88svZvn07DoeDzs5O9YR1YHBRZFSUf5uJP9BjwUzwMlEk32NiYibRkWtqao6Jjjw6OsquXbtITU0lIyPjM7iC6YdCd46Ojp5UjpQkieeff56bb76Zl156aZKx22eJ6OhoNBoNvb29k27v7e09rMRLQkLCQRWA/Px8enp68Hq9n5vs/1gwc4YOZhAUXauZBKUJHxsby+bNm6moqGDdunVs3rxZlWPv7u7G7Xarj9FoNKr1sdFoRKPR4Ha7GR0dxeVyqeZhJxt6e3spLy9n9uzZM8YYSxAEIiIiyM3NZdmyZarMS2NjIx988AF79uyhs7NzkhX1RCgDfmlpaZ+7YBIZGXkQQ+2VV17hhhtu4Nlnn2X16tUnbI16vZ7S0lLWr1+v3hYMBlm/fv0k07uJWLp0KQ0NDZPsIurq6khISPhCBxP4DDIURa3X5/NhNptJTU09LEumr6+PlpaWSbcJgkBpael0L/OkQlNTE/n5+SxfvhxJkggEAgwNDTE0NERtbS16vZ7w8HBcLhcul4v8/Hz1NGUwGAgGg/h8PlV2XymLzVR9sYno7OyktrZ2RnuZHC0deXh4mN27dx804HcyQ5GIsVqtB83OvPHGG3znO9/h6aef5vzzzz+Bq5Rx0003cdVVVzF//nwWLlzI/fffj8Ph4JprrgHgyiuvJCkpid/85jcAfPe73+XBBx/khz/8ITfeeCP19fXcc889/OAHPziRlzEjMK0ZysDAAO3t7SQmJjJ79mxMJhN1dXX4fL7DPkaj0TBv3jz1T2Fh4bSs7cUXX6SgoACTyURUVBQrV67E4XDwy1/+kieffJLXXnsNQRAQBEH1gP7pT39KTk4OZrOZjIwM7rjjjkNey6OPPkpKSgpms5nLLruM4eHhw64jGAzym9/8hvT0dEwmE/PmzePFF1887P1PO+007rvvPjZt2oQgCJx++ukqdfhXv/oVZ555JgsXLuTrX/86FRUVAPT09OB0Otm8eTNnnHEG4eHhJCUlcckll+D1etFoNOTm5vKHP/wBp9OJz+dDkiRKS0tVho0kSdx9992kp6djNptJSUnhRz/60bF/AMeA1tZW6urqKCoqmrHB5FBQ1JEXLVrEsmXLiI2NxWaz8dFHH7Flyxa1Z/J5CSYKcyo0NJTZs2dPCiZvvfUW11xzDY8//jgXXXTRCVzlfnz1q1/l3nvv5c4776SoqIiysjLeeusttYzc1tZGd3e3ev+UlBTefvttduzYQWFhIT/4wQ/44Q9/eMJVuGcCpjVD6e3tVV3fANLS0hgeHqavr+8TbVenu2nc3d3N17/+dX7/+99z0UUXMTo6yocffogkSdxyyy1UV1czMjLC448/DqAaMYWGhvLEE0+QmJjIvn37uO666wgNDeXWW29Vn7uhoYHnn3+e//73v4yMjPCtb32L733vezzzzDOHXMtvfvMbnn76aR555BGys7PZtGkT3/zmN4mJiTmk6dbLL7/Mz372MyoqKnj55ZfVFPvqq6+mvr6eV155heHhYe69915uvfVWtmzZwtjYGG+++SZXXXUVl112Gffccw+hoaFs3LgRSZLQ6/Vqv0ar1eL1enG73QSDQYLBIJIk8fLLL/PnP/+ZZ555hjlz5tDT08PevXun+qM5JCRJorGxkfb2dkpKSk5qL5OJdGSbzcbevXsxm820trZis9mmnY483VCCSUhIyEESMRs2bODKK6/k0Ucf5dJLLz2BqzwYN9xwAzfccMMh/005UE7EkiVL2Lp16zSv6uTDtAWUYDCIw+GY1NhSSgEOh+OQj/G6/Ay0edjlK0NnFDGbzSQlJU358F13dzd+v5+vfOUr6qlw4lSuyWTC4/Ec1JT7xS9+of7/rFmzuOWWW3j22WcnBRS3281TTz2lWvo+8MADnHfeedx3330HPZ/H4+Gee+7hvffeU+u1GRkZfPTRRzz66KOHDCiRkZGYzWb0er36fPX19bz++uts3ryZwsJCenp6eOmll5g1axYffPABl156KbfffjvFxcX86le/YmhoCEmSWLt27aRZFCWoKMrIIDf2x8bGaGxsJC4ujjPPPBO9Xk9qauonSlNMJVpaWujt7f3ceJmAnL1XVFSQn5//mdGRpxuK4ZfZbD5ICXnTpk18/etf54EHHuDyyy8/Ka7nSxw9pi2gKA3fA7MNnU43qXGswO3w8dYD9bhGfJjCfFxw81wGR/qoqalhzpw5U9rsmjdvHmeeeSYFBQWsXr2aVatWcckll3yqP/Vzzz3HX/7yFxobGxkbG8Pv9xMWFjbpPqmpqZP84ZcsWUIwGFRNuCaioaEBp9PJWWedNel2r9erWvEeCaqrq9FqtSxatAiNRqNOIOfm5lJdXQ1AeXk5l156Kenp6ZM8XZqbmwH58/J4PEiSpJb6FJHKkJAQLrnkEh566CGysrI466yzOPvss7nwwgunPZv0+XwMDAywYMGCz4WXCcgWt+Xl5eTl5ZGYmAgcmo5st9unjI483VCCidFoPEj2ZsuWLVx22WXce++9XH311V8Gk88xZgxt2N42imtE7ke4Rny4BiUyczKprKzEbrdP2qSPFxqNhnfffZctW7bwzjvv8MADD3D77bezbds20tPTD/mYjz/+mMsvv5y7776b1atXEx4ezrPPPst99913zOsYGxsD4M033zzo+o5Wrv3TMDHLUzxdwsPDVYFEURTp7+9n3759hIeHExERofaHBEEgIyOD6upq3nvvPd555x1+9KMf8cc//pH//e9/mM3maVFGdrvdSJLE3LlzPzfBxG63s2/fPvLz8w9b9p1IR87Pzz9uOvJ0w+/3s2fPHvR6PYWFhZO+B9u3b+eSSy7h//2//8e3v/3tL4PJ5xzTdtRRvugHNq0PJ/sekxqKOVzOQizhemJSQhFFuezl8XimfH2CILB06VLuvvtu9cfwyiuvADKVMBAITLr/li1bSEtL4/bbb2f+/PlkZ2fT2tp60PO2tbXR1dWl/n3r1q2Iokhubu5B9509e7bqVZ+VlTXpT0pKyhFfS35+Pn6/n23btqm39ff3U1tby+zZswEoLCycRI2c+D6EhYWRkJCAIAhkZWWh1Wqprq6mqamJoaEhhoeHVeG+NWvW8MADD7BhwwZ27NhBXV0dgUAAh8OBw+HA4/FMolMeKxQVZL1eP+XB9UTBbrezd+9e5syZ84k9xIk4XjrydEMJJlqt9qBgsnv3bi666CLuuOMObrjhhi+DyRcA03a8EUURi8XC6OioWkqSJImRkZFDKngaLTq+fuci7O2jxKSEYrToVEXcqW7Cbtu2jfXr17Nq1SpiY2PZtm0bdrtd9V2YNWsWb7/9NrW1tURFRREeHk52djZtbW08++yzLFiwgDfffFMNQJOuw2jkqquu4t5772VkZIQf/OAHXHbZZYcckgoNDeWWW27hxz/+McFgkGXLljE8PMzmzZsJCwvjqquuOqLryc7OZu3atVx33XU8+uijhIaG8rOf/YykpCTWrl0LwG233UZBQQHf+973uP7669Hr9bz//vtceumlREdHc8YZZ/DEE09wwQUXYLVa+cMf/qCyxzo7O3nppZcwGAwqS+mZZ57BZDKRmZmpZj9TpYzsdDrV9/Lzgt7eXioqKigoKDjk9/9IMNPUkQOBAGVlZYiieJBVwN69e1m7di233norN91005fB5AuCac2X4+LiaG5uxmw2Y7FYsNlsBINBlfXV3NyMTqdTh9MGhu2EJVgQtHJDv7e3F4/Ho95/qhAWFsamTZu4//77GRkZIS0tjfvuu49zzjkHgOuuu46NGzcyf/58xsbGeP/997ngggv48Y9/zA033IDH4+G8887jjjvu4Je//OWk587KyuIrX/kK5557LgMDA5x//vk89NBDh13Lr3/9a2JiYvjNb35DU1MTVquVkpISfv7znx/VNT3++OP88Ic/5Pzzz8fr9bJ8+XLWrVunZoM5OTm88847/PznP2fhwoWYTCYWLVrE17/+dUAOOM3NzZx//vmEh4fz61//mubmZsLDw5k7dy6VlZX8/ve/55577iEQCJCbm8u//vWvSZLdB4pXKsHlSJWRFRVkQRAwm82H7LWdjOjp6aGysnLKZ2cUOnJ6evokdeS6urppV0dWgokkSRQXF0/6XKuqqlizZo2q1vtlMPniYNrl6w8cbExJSVGZOsoQntK3aG9vZ3BwEJ/Ph1arVVlen5f6+ecBStao6Iu53W7CwsIIDw9XPV0OhKKM7PP5DquMfChJ/eOxAJ4p6O7uprq6msLCwik/GB0OE9WRBwYGplwdORAIUF5eTiAQoLi4eFIfp7a2lnPOOYdrr72W//f//t+XweQLhi/9UL7EMeNwni4RERGEh4cf1tNF+QOoWYvH4zlIUv9kDyiKJM68efOIioo6IWuYSEfu6+s7bjpyMBikvLwcn89HSUnJpM+4oaGBc845h6997Wv84Q9/mJFstC8xvfgyoHyJKYEkSaqny9DQEE6nE4vFogaXQxExAoEAXq93EsV8YtnsZA4oHR0d6lS/Mhh7ojGRjmyz2YCjoyMHg0H27t2Lx+OhpKRk0mfa0tLC2Wefzdq1a/nzn//8ZTD5guILG1CORmMM5JNeZ2cnQ0ND+P1+dbjvZJ7ani5IkjTJ02VsbGySG6WyETkcDvx+P0ajEa1Wq5bFJElCq9USDAZV6Z6TKaC0t7dTX19PcXHxp842nShMVEe22WyfSkcOBoPs27cPl8tFaWnppGDS3t7O6tWrOfvss3nooYe+DCZfYHwhA8rAwADNzc2kpaVhsVjo7e1lcHCQuXPnHvIkHQwGVbtPRbpa0cD6sr/zyZAkaZKny9jYGGazGaPRyODgIImJiQc1qhXZfYfDQXt7O16vl9jYWKKjo2fE3MUnoa2tjcbGRoqLi08aj3FlFkkJLi6Xi8jISDV70Wq1VFRU4HA4KC0tnTRk3N3dzerVq1m+fDl///vfv/COhV90fCGPEhM1xkwmE2lpaYiiSF9f3yHvr7i6ZWZmEhISgsFgIDQ09MtgcgSY6OmSk5NDYWEhZrOZ/v5+gsEgAwMDKptPgUajwWAwqBIzJpOJpqYmPvjgA8rKyuju7v5EgdEThZaWFhobGykpKTlpggnspyNnZWVxyimnsHjxYqxWKx0dHWzatIkPP/yQwcHBgxQrent7Oe+881i8ePFnHkz++te/MmvWLIxGI4sWLWL79u1H9Lhnn30WQRBmnD3F5wUz+7g3DTgWjbHh4WEsFgttbW0MDQ2h0+mIjIwkPj7+SxbLUUAQBEZHR+nv7ycjI4PQ0FBVdr+7uxuj0aiWxZRsVxAEUlNTyc7OZmxsDJvNRktLC5WVlURFRamn6BPtQ9Hc3ExrayulpaUHyfGcbFDoyLNmzWLfvn0MDAxgNpvZvn07ra2tNDY2snr1an7yk59QWFjIE0888ZkGk+eee46bbrqJRx55hEWLFnH//fezevVqamtrP3HGp6WlhVtuuYVTTz31M1vrFw1fuAzlkzTGDnfqVZrNIA8RJiQk0NvbO0nS+kscGcbGxsjMzCQyMhKdTkdMTAxZWVnMmzePuLg4XC4XNTU1VFdXY7fb8fl86uR9SEgIGRkZLFmyhFNOOWXSKXrXrl20t7dPi6rCp6GpqelzE0wUSJKkqm4vXryYhQsXsnz5cqKjo9m6dSvnnXcebW1tZGZmsnfv3mn3fp+IP/7xj1x33XVcc801zJ49m0ceeQSz2cw///nPwz4mEAio0kmfFwOzmYgvXEA5FkiShE6nU3suSnZit9tP9NJOOhyKyKDMpkRHR5OVlUVRUREJCQl4vV56e3tZu3Ytt99+Ozt27FCDi9lsVj1Gli5dSnR0ND09PXz44Yfs2LGDtra2aR+MlCSJhoYG2tvbmT9/PqGhodP6ep8VJEmipqaGgYEB5s+fr2aLer2eFStW4PP5OOuss3j44YdpaWnhtNNOo6Sk5DMJKoo8/sqVK9XbRFFk5cqVfPzxx4d93K9+9StiY2P51re+ddSvOZUOrhs3bkQQBIaGhqbk+WYavnAlr6PVGAM5e1EUeBWYTCb19Pwlq2VqodFoiIqKwmKx4PP5+MlPfsKzzz6rysJccMEFrF27VlVXVvpgaWlpuN1u7HY7vb291NXVERYWRmxsLHFxcVNqg6AEk66uLkpLSz83svqSJFFXV0dfX9+kYAKyTfFXvvIVoqKieO211zAajVx++eV4PB5qamo+k/Kv0s9UzK8UxMXFUVNTc8jHfPTRR/zjH/+grKxs2tf3RccXbiecqDGmQNEYOxxtOCQkRJV2V+B2u49Jp+pIIAgCr7766mH/vaWlBUEQZuQPZKrXJooiq1ev5j//+Q89PT385S9/YWRkhMsuu4zc3Fx+/OMfs2nTJrWUaTQaSUlJYf78+SxfvpzExEQGBgbYvHkzW7dupbm5+bC9siOFsul2d3d/rjxaJEmivr6e3t5eSktLJwXgsbExLrnkEsxmM6+++uqkQGMwGJg3b96JWPKnYnR0lCuuuIK///3vU6JU8EkOq5IksXLlSlavXq3uFQMDAyQnJ3PnnXfS0tLC6aefDkBERASCIHD11Vcf95pmEr5wGQocvcaYYtna3t5ObGwsbreb7u7ug05JE9HS0kJ6ejp79uyhqKjos7iszz1MJhNr165l7dq1eL1e3nvvPV5++WWuuOIKBEHg/PPP56KLLuLUU09VjcKSk5NJTk7G5/OpmUtjYyMWi0XNXCwWyxGfriVJora2Frvdrir/fh6guGIqQXLidTmdTi677DJEUeT1118/odccHR2NRqOht7d30u29vb2HFGBtbGykpaWFNWvWqLcpZVOtVkttbS2ZmZlH/Pqf5rD65JNPUlBQwF/+8hd++MMfcv3115OUlMSdd96JIAi89NJLXHzxxdTW1hIWFjbl5oEnGl/IgBIZGYnf76erq0sdbMzOzlZLXgdKgev1enJycmhvb6eyslKlwR7qC/wlPhvo9XrOPfdczj33XB5++GE++OADXnzxRa677jq8Xi/nn38+a9eu5YwzzsBgMKDT6UhMTCQxMRG/369Oi7e0tGA0GomLi/tUrSult6CUgz5Pm0FTUxOdnZ3Mnz9/Uqbudrv5+te/jsfj4e233z7h2Zher6e0tJT169erfY1gMMj69esPaeGbl5fHvn37Jt32i1/8gtHRUf785z8flU3EkTisJiUl8eijj3LllVfS09PDunXrVHl/2G8nrkjffN7whSt5KVi4cCEbNmygtLSU/Px8QkJCKCoq4pe//CW5ubmkp6cjCAKPPfYYF110EbGxsVxwwQV0dnZSUFBAQkICQ0NDXH755cTExGAymcjOzlZ96BXBy+LiYgRB4LTTTgNgx44dnHXWWURHRxMeHs6KFSvYvXv3Qevr7u7mnHPOwWQykZGRoabVh0NFRQXnnHMOISEhxMXFccUVVxx2rgbgiSeewGq18vbbb6vXf/bZZ09irgWDQX71q1+RnJyMwWCgqKiIt956a9LzbN++neLiYoxGI/Pnz2fPnj3HvbajhU6nY+XKlTzyyCN0dnbyyiuvEB4ezo9+9CPS09P51re+xeuvv67K4mu1WhISEpg3bx6nnXYaWVlZOJ1Odu7cyebNm6mrq1NtkhVIkkRVVRX9/f2fy2DS3t5OaWnppGDi8Xj45je/ydDQEOvWrZsxDLabbrqJv//97zz55JNUV1fz3e9+F4fDwTXXXAPAlVdeyW233QbIJdC5c+dO+mO1WgkNDWXu3LlHRTef6LAaEhKi/nnqqadobGxU73fppZdy0UUX8dvf/pZ7772X7OzsqX0DZjC+sAHlSHH33Xdz2WWXsXfvXs4991wuv/xyBgYGALjjjjuoqqrif//7H9XV1Tz88MNq2UwZtHrvvffo7u7m5ZdfBuSa7lVXXcVHH33E1q1byc7O5txzz53U01Ge++KLL6a8vJzLL7+cr33ta6qd74EYGhrijDPOoLi4mJ07d/LWW2/R29vLZZdd9onX5nQ6uffee/nXv/7Fpk2baGtr45ZbblH//c9//jP33Xcf9957L3v37mX16tVccMEF1NfXA3Jd/fzzz2f27Nns2rWLX/7yl5MefzxrO1ZoNBpWrFjBAw88QGtrK+vWrSMhIYGf//znpKenc8UVV/DSSy+pbpkajYa4uDgKCwtZsWIFOTk5eL1e9uzZw4cffqiynSoqKhgaGvrcBZOWlhba2toOIhZ4vV6uuuoqurq6eOutt2aUhMxXv/pV7r33Xu68806KioooKyvjrbfeUkvQbW1t00Lpn+iwWlZWpv6pqqqadOBzOp3s2rULjUaj/la+MJCOEy6XS6qqqpJcLtfxPpUkOQckqWGD/N9pRlpamvSnP/1p0m3z5s2T7rrrLvXvgPSLX/xC/fvY2JgESP/73/8kSZKkNWvWSNdcc80hn7+5uVkCpD179nziOgKBgBQaGir997//nfS6119//aT7LVq0SPrud797yOf+9a9/La1atWrS/dvb2yVAqq2tPeTrPv744xIgNTQ0qLf99a9/leLi4tS/JyYmSv/v//2/SY9bsGCB9L3vfU+SJEl69NFHpaioqEmf/cMPP3zca1Mwld+tQCAgbd++Xbr11lul7OxsyWQySWvWrJH+8Y9/SF1dXZLD4Zj0Z3R0VGptbZW2b98uvfbaa9Jrr70mbdu2TWpra5NGR0cPuv/J+Keqqkp64403pO7u7km3Dw8PSxdffLE0Z84cyWazHfd7f7LjqquuktauXSuNjIxIBoNBeuqppz7x/tdff72Ul5cnvfPOO5JWq5XWr1+v/tvmzZslQOrr65vuZZ8QzJwMxTUIf10M/7pQ/q9r8ESvCJCtcxVYLBbCwsJUpdbvfve7PPvssxQVFXHrrbeyZcuWT32+3t5errvuOrKzswkPDycsLIyxsTHa2tom3S85OZldu3ZRXV2Nw+FgyZIlh8xQamtr2bhxIxs2bMBsNqt/FMvhian4gTCbzZMakgkJCeq1jYyM0NXVxdKlSyc9ZunSpeo6FJ+PiYwfpbasoLy8nPfff39SiSAvL+9T1zbVEEWRBQsW8Lvf/Y6amhq2bNnCvHnzuO+++0hPT+eSSy7hX//6FwMDA0iShCiKhIaG0tvbi9lsZu7cuWg0GioqKti0aROVlZX09fVNid3xiUBbWxtNTU2UlJRMKmX5/X6+853vUFVVxXvvvTelhmAnOyY6rD755JM0Njaye/duHnjgAZ588klAzl7++c9/8swzz3DWWWfxk5/8hKuuukodjE5LS0MQBN544w3sdrua9XxeMHOa8l1lMNYj//9YD3SXQ8Zp0/ZyoigeNIh1qEn5A2dTBEFQN5FzzjlHLau8++67nHnmmXz/+9/n3nvvPezrXnXVVfT39/PnP/+ZtLQ0DAYDS5YsUYkASjnNarUye/ZsdZ7icBtXZmYmWq2W888/X3VTrK+vJykpicjIyE/0Lj/UtR34nhwvxsbGWLNmDb/73e8O+rcj9VWfaoiiSFFREUVFRfzqV7+iurqaF198kYcffpgbb7yRFStWcO655/LCCy8giiJvvPEGer2e/9/e3YdDne5/AH8PxYyHoVo2I1GZ1lORiqWz6dlVqbSd0ubSrHM2p36qpadVEZ3OdaWHs2mr3W2dyh5dLaGozqJy0iltHc+EKHnKGkJhhMnM/fvDz/fXNCgZGrlf1+WP+c49M/e3vnzmez98PqNHj4aZmRmTpbegoADt7e3Q09ODvr4+Ro0aNSiSIz558oTJOfbqJlOJRIJNmzYhLS0NycnJdNFJF3qqsPr06VP8+c9/RlBQEGxtbQF0DJlfvXoV69evR2RkJAwNDbF37174+fnB09MTa9euRVhY2Ps9KQVSnoDCswG0RncEE20DwKB/17Xr6enJjLM2NjaipKTknd5HIBBAIBDgs88+w/bt23H48GFmsk8ikci0T0lJwffff49FixYB6Ej9/eoEdedyyLy8PGbDXmedeTs7O7nPHzZsGKZOnYqYmBjw+XzU1dVBLBbL1fjuLS6XCx6Ph5SUFDg5Ocn0v7Mf5ubmCA8PR2trK3OXcvfuXZn3sbW1RUxMDExMTJQyUzCLxYKFhQX27NmDgIAAPHr0CBEREdi7dy8aGhrg4OCAM2fOYOnSpUzuthEjRmDEiBGYOHEiGhsbmbK7YrG4xxTwyqCyshJFRUVywUQqlcLX1xe3bt3CjRs3YGho+B57qVxe/YPPYrHw9ddf4+uvv+6yrVAolHk8fPhwpKWlyRwLCAhAQECAwvupDJRnyIszAvC+C6yNA/7nt47H/WjOnDkIDw/HrVu3kJubC4FA0Os/wHv27EFcXBwePXqEvLw8XLlyBebm5gA6lgVyOBxmErqhoQFARy6w8PBwFBQU4N69e3B3d2cmeTsTVwJAVFQUTp8+jYcPH+LUqVPIzMzsclkkAHh7e6O+vh5ffPEFbty4gaamJly/fh2enp5yAa03tm/fjgMHDiAyMhKFhYXw8/NDVlYW88u0Zs0asFgsrFu3Dvn5+fj111/l7s5e7VtqaiqKi4uRmJjY5771BxaLhTFjxuDOnTv45JNPkJWVhc8//xxRUVH45JNP4OzsjOPHj6OiogKEELBYLOjo6IDP52PGjBmYPn06NDQ0UFxcrJSZkX///XcUFhbKpdaXSqXYsWMHrl69iuvXr8PY2Pj9dZIa1JQnoAAdQWT8rH4PJgCwc+dOODk5wcXFBYsXL4arq2uvNjgBHWvid+7cicmTJ2PmzJlQVVVFREQEgI47h++++w4nT54Ej8fDsmXLAACnTp3Cs2fPYGtrCw8PD2zevJnJkNq52xvouFWOiIjA5MmTERsbi0OHDsHCwqLLfnTeSbS1tcHLywsLFy6Ej48PdHV1+7STf/PmzdiyZQu2bt2KSZMmISEhAZcuXWKWQWppaeHy5cvIzc3FlClTsHv3brmhrc6+SSQSLFiwAJMmTVJI3/rLpUuX0NjYiKtXr8La2hrbtm1DSkoKSkpKsHLlSvzrX/+CpaUlZs+ejZCQEJSUlDDBRVtbm0kBb29vD21tbZSWluLmzZvIzMxEZWWl3B6ngVJVVYUHDx7AxsZGZsWWVCrF7t27ERcXh6SkJJo4keqTIVlgS1mJxWLk5OTAzMxMZgnnkydP0NTUxNz9dKesrAwikQiWlpb93dUB8b6uLbFY3O3+BEIIhEIhLl68iAsXLuDmzZuwsrKCq6srli1bBj6fL7cxsrm5mSle1dTUhBEjRuDjjz+Gnp7egFSirK6uRl5enlxte0II9u7di3/+859ITk5mFktQ1LuiAUWJSKVSZGRkYMKECTLfIktKSiCRSGBqatrtayUSCXJycsDj8XpMCTOYKPu1RQhBXV0d4uLiEB0djX//+9+YOHEili1bBldXV5ibm8sFl5aWFtTU1KC6uhqNjY3Q1dWFvr4+9PX1++Uca2pqkJubi8mTJ8us2CKEYP/+/Th58iRu3LgBKysrhX82NfTQgKJkCgoKoKmpibFjxwLo+MXPycmBvr5+j6uiamtrUVZWBmtra6WcDH4Xg+naIv9Xo/3SpUuIiYnBtWvXYGxszASXSZMmyQ3xtba2Mncuz58/V3hm5KdPnyInJ6fLYPLtt98iJCQESUlJNNccpTA0oCiZ1+vd19TUoL6+nql3/3riyk6dNe97Ow+kzAbztdXY2IgrV64gJiYGCQkJGD16NJYuXYrly5fD1tZWLriIxWImuNTX1zNpavT19bvNgt2T2tpaZGdnw8rKSuaOlRCCY8eO4eDBg0hMTMT06dP7fK4U1enD+Cr7Aelt4kqg4w+vSCTCxIkTB7q7VDe4XC7WrFmDNWvWQCQSIT4+HjExMXBxccGIESOwdOlSuLq6ws7ODqqqqgrNjFxXV4ecnBxYWlrKBZOTJ08iODgY8fHxNJhQCkfvUCil9SFeWy0tLUhMTMSFCxdw+fJlaGhoYMmSJXB1dYWjo6PccOXLly9RW1uLmpoa1NbWvjEzcn19PbKysmBubi4zREoIwZkzZ7Br1y5cuXIFM2fOHJDzpYYWGlAopfWhX1utra1ISkrChQsXEBcXBxUVFSa4zJw5Uy6TgUQiQW1tLaqrq1FbWws1NTXmzoXL5eL58+fIzMyEmZkZeDwe8zpCCM6ePYtt27bh0qVLTJEnilI05dsIQFFDBJvNxuLFi3Hq1ClUVVXh3LlzGD58ONatW4fx48djw4YNSEhIQFtbG4DuMyNnZGTg5s2bSE9Px5gxY+TuTM6fP4+tW7ciOjp6wIPJiRMnYGJiAjabDXt7eyYLd1dCQ0Px2WefMZkI5s2b12N7SvnQOxRKaQ3Va6u9vR23b99GdHQ0YmNjIRKJsHDhQri6umLevHlyK8CePXuGjIwMaGtr48WLF2CxWEhISMCnn36K1tZWbNy4EZGRkXBxcRnQ84iMjMTatWvx448/wt7eHiEhIYiKikJhYSGzmfdV7u7umDFjBhwdHcFms3HgwAFcvHgReXl5NBXMYNHXdMUKTV9PKb3q6mqSnZ1N0tLSSH5+PhGJRD22FwqFJDc3l6SlpZHs7GxSXl5OJBLJW30WvbYIaW9vJ7dv3yY+Pj7ExMSEaGlpkRUrVpDw8HBSXV1NEhISyLx580heXh6Tdr+0tJSsXLmSaGlpEQBk7ty5JD4+nrS1tQ1o3+3s7Ii3tzfzWCKREB6PR/bv3/9Wr29vbyfa2trk559/7q8uUgpGh7yUEIvFQmxsbLfPl5aWgsViISsrq0+fExsbC1NTU6iqqsLHx+eN7evr61FRUQEejwcLCwtwOBwUFRV1m6uqrq4OT548gYGBAaysrGBsbIz6+npUVlb2qd9DiaqqKmbMmIEjR46guLiYSY+yd+9ejB07Fi4uLmCz2UxpWRUVFejp6cHNzQ0SiQSBgYGwsrKCl5cX9PX1ce7cuQHpt1gsRnp6OubNm8ccU1FRwbx58/Dbb7+91Xu8ePECL1++ZM6NUn502XA/KS0txbhx45CZmam0G8f+8pe/wNPTE5s3b4a2tvYb21dXV0NPT4+pStmZCbm2trbLTZfNzc3Q0tJi0n2oq6tj5MiRTAJMqndUVFRgZ2cHOzs7uLu7Y9asWbCxsUFxcTFMTEwwd+5cLFu2DFpaWvDy8kJoaCiTwPPIkSNITU1l/u/6W21tLSQSiVzWho8//hgPHjx4q/f45ptvwOPxZIISpdxoQBmiRCIRampq4OzsLLMiqDudmZBfrZHBYrHA5XK7DRCampqoq6tDc3MzNDU10dbWhoaGBpl8UlTvFRcXY/78+di6dSv8/f2ZevfR0dE4evQo8vPzERISwgQToOP/qqvyB8oqODgYERERSE5OHlLzZ4PdkB3yMjExQUhIiMwxGxsbBAUFMY9ZLBb+8Y9/YPny5cwGw0uXLjHPP3v2DO7u7tDT0wOHwwGfz8eZM2cAAOPGjQMATJkyBSwWC7NmzQIApKamYv78+fjoo4+go6MDJycnZGRkyPWvqqoKCxcuBIfDwfjx42VqVnfl/v37WLhwIbPD2sPDQ6bOyquSk5OZO5I5c+aAxWIhOTkZABATEwNLS0uoq6vDxMQEf//73wH8fyZkqVSKb775BkZGRlBXV8fs2bOZDMthYWEyadFHjRqF7OxsaGlpIT09Hbm5uaioqMCaNWugra0NLpeLqVOnytWLoHpmaGiII0eOwN/fH0DHdWppaYnAwEDcv38ft27dwubNm9+4AbI/ffTRR1BVVWXq+3Sqrq5+Y+Guw4cPIzg4GFevXpWpmEopvyEbUN7W3r17sWrVKuTk5GDRokVwd3dnqioGBAQgPz8f8fHxKCgowA8//MAMKXQud7x+/Tqqqqpw4cIFAEBTUxMEAgFu376Nu3fvgs/nY9GiRWhqapL53ICAAKxYsQLZ2dlwd3fH6tWruywBDADPnz/HnDlzMGXKFKSlpTE1WFatWtVle0dHRxQWFgLoCCBVVVVwdHREeno6Vq1ahdWrVyM3NxdBQUEICAiQKTDk5eWFX375Bd999x0KCgoQHBwMDQ2NLj+nqamJKX1qbm6OCRMmYNOmTRg5ciRSU1ORnp4OPz8/uf0WVM/YbDbc3d27fI7FYuEPf/jDew0mQEdph6lTpyIpKYk5JpVKkZSUJFcm+lUHDx7Evn37kJCQgGnTpg1EVylF6uusviJX4kiaxaSlqJ5ImsV9fq83MTY2JkeOHJE5Zm1tTQIDA5nHAIi/vz/zWCQSEQAkPj6eEELIkiVLiKenZ5fvX1JSQgCQzMzMHvshkUiItrY2uXz5ssznrl+/Xqadvb092bBhQ5fvvW/fPrJgwQKZ9hUVFQQAKSws7PJznz17RgCQGzduMMfWrFlD5s+fL9Nu+/btxMLCgkgkEhIdHU0AkGvXrjHPP378mDx8+JAQQsiZM2eIjo4O81xBQQEJDQ0lr15mWlpaJCgoiEil0h7/XQihq7wGu4iICKKurk7CwsJIfn4+8fLyIrq6ukQoFBJCCPHw8CB+fn5M++DgYKKmpkaio6NJVVUV89PU1PS+ToHqJaW5Q5G+eAnhkQzUnroP4ZEMSF8oR5W7V2+5NTU1weVyUVNTAwDYsGEDIiIiYGNjgx07duDOnTtvfL/q6mqsW7cOfD4fOjo64HK5EIlEKC8vl2n3+rc4BweHbu9QsrOzcePGDWhpaTE/nbUtiouL3/pcCwoKMGPGDJljM2bMwMOHD0EIQVlZGVRVVZmSwIQQNDY2dpu8UCqVyh3bsGED9u3bh/nz5yM4OLhX/aMGFzc3Nxw+fBh79uyBjY0NsrKykJCQwEzUl5eXy5Th/uGHHyAWi/HHP/4RBgYGzM/rVUAp5aU0k/LiShGkTR2JD6VNYoh/F4Ft2n+VG1VUVEBe29PZ1fLX14djWCwW84dy4cKFKCsrw6+//opr165h7ty58Pb27vEXQCAQoK6uDkePHoWxsTHU1dXh4ODQp0p+IpEIS5YskauWCKDHlPe91Tn2XVtbC11dXdTU1EAqlTLDfHV1dTJBRFdXF3V1dQCAtrY2tLW1wcPDAwsWLEBubi7i4+MRGBiIiIgILF++XGH9pJTHxo0buy1d3Tlv16m0tLT/O0T1K6W5Q1Ez1IKKdkeVPBWuGtR4Wm94Rd/o6enJfDtqbGxESUnJO72PQCDA2bNnERISgp9++gkAmIp/r9dNT0lJwebNm7Fo0SJm8ruryfO7d+/KPe6uYqOtrS3y8vJgYmICU1NTmZ/epD43NzdHSkqKXH8nTpwIVVVVODo6QiqV4vLly8jPz8eLFy9kMiF33m11rvoyMDBg9pzcv38fpaWl4HK5mDVrFnx9fXH16lV8/vnnzEIGiqIGN6UJKCoawzHa1xYffWUDQ4rgAAAIAklEQVSF0T62UNHo34naOXPmIDw8HLdu3UJubi4EAgFUVVV79R579uxBXFwcHj16hLy8PFy5coX5o6+vrw8Oh8NMkDc0NAAA+Hw+wsPDUVBQgHv37sHd3b3LYkpRUVE4ffo0ioqKEBgYiP/+97/dftPz9vZGfX09vvjiC6SmpqK4uBiJiYnw9PSUC2g92bp1K5KSkrBv3z4UFRXh559/xvHjx7Ft2zYAHSvjBAIB/va3v6GiogJsNhtpaWk4f/48AGDFihXQ0NDArl27UFxcjF9++QUxMTEAgKlTp4LP5+PQoUO4ffs2ysrKkJKSgtTU1DeWNqYoapDo6yTMYJ04bWhoIG5uboTL5RIjIyMSFhbW5aT8xYsXZV6no6NDzpw5QwjpmAw3NzcnHA6HjBw5kixbtow8fvyYaRsaGkqMjIyIiooKcXJyIoQQkpGRQaZNm0bYbDbh8/kkKipKboEAAHLixAkyf/58oq6uTkxMTEhkZCTzfFcT/kVFRWT58uVEV1eXcDgcYmZmRnx8fLqd/O5qUp4QQqKjo4mFhQUZPnw4GTt2LDl06JDM8y0tLcTX15cYGBgQNTU1YmpqSk6fPs08f/HiRWJqako4HA5xcXEhP/30EzMp39bWRlavXk2MjIyImpoa4fF4ZOPGjd1eO4P12qKooYomh6SUFr22KGpwUZohL4pSlN6kTH/58iX++te/YsKECWCz2bC2tkZCQsIA9paiPhxKs8qL6puGhgZUVVWhpaUFLBYLmpqaMDIyGnLf7CMjI7FlyxaZlOnOzs7dpkz39/fH2bNnERoaCjMzMyQmJmL58uW4c+cOpkyZ8h7OgKIGLzrk9YHo3JHO4XAglUpRWVkJsVgMCwuL975r+l29y7Vlb2+P6dOn4/jx4wA69sIYGRlh06ZN8PPzk2vP4/Gwe/dueHt7M8dWrFgBDoeDs2fPKuZEKGqIoENeH4jOKndsNhsaGhowMTFBS0sLWltb33fXBsy7pExva2uTC1YcDge3b9/u175S1IdIYUNefbzRofqotbUVv//+O5qbm2U2aIrF4i6XJQ8Gvb2m3iVlurOzM7799lvMnDkTEyZMYGq892a5NUVRHfp8h9K5qe3Fixd97gz17h49eoT29nYYGxvD3Nyc2dvRVfqTwaIze0Bv9wf1xtGjR8Hn82FmZgY1NTVs3LgRnp6eUFGhN+8U1Vt9vkNRVVVl0nAAgIaGxqAdsx+s2tvb0draCgMDA2aHfududbFYPCiHvaRSKZ4+fQoNDQ0MG/Z2l+m7pEzX09NDbGwsWltbUVdXBx6PBz8/P4wfP77P50BRQ41Chrw6f1k7gwo1sAghqK+vR0tLC3R0dCCRSPDs2TOIxWKwWCwm3f5go6KigrFjx771F5RXU6a7uroC+P+U6d1lGejEZrNhaGiIly9fIiYmptvU/xRFdU8hAYXFYsHAwAD6+vrd1hen+pdQKERQUBAqKiowbtw47N69G3/6059w/PjxQVtCVU1NrddDT1u2bIFAIMC0adNgZ2eHkJAQNDc3w9PTEwCwdu1aGBoaYv/+/QCAe/fuobKyEjY2NqisrERQUBCkUil27Nih8PNRZidOnMChQ4cgFAphbW2NY8eO9VjhMSoqCgEBASgtLQWfz8eBAwewaNGiAewxpZTe4y59iuoXx44dI2PHjiVqamrEzs6O3L17l3nOycmJCAQC5nFycjIxNzcn6urqZNSoUcTDw4NUVla+h16/PxEREURNTY2cPn2a5OXlkXXr1hFdXV1SXV3dZfuUlBSiqqpKDh48SPLz84m/vz8ZPnw4yc3NHeCeU8qmz/tQKIoa3Hq7d8fNzQ3Nzc24cuUKc+zTTz+FjY0NfvzxxwHrN6V86FIWihrC3mXvzm+//SY3jOrs7Nxte2rooAGFooawnvbuCIXCLl8jFAp71Z4aOmhAoSiKohSCBhSKGmD/+c9/sGTJEvB4PLBYLMTGxr7xNcnJybC1tYW6ujpMTU0RFhamkL68y96d0aNH96o9NXTQgEJRA6y5uRnW1tY4ceLEW7UvKSnB4sWLMXv2bGRlZcHHxwdfffUVEhMT+9yXV/fudOrcu+Pg4NDlaxwcHGTaA8C1a9e6bU8NIe97mRlFDWXooiro63bs2EEsLS1ljrm5uRFnZ2eF9CEiIoKoq6uTsLAwkp+fT7y8vIiuri4RCoWEEEI8PDyIn58f0z4lJYUMGzaMHD58mBQUFJDAwEC6bJgihBBC66FQlJLrblWVj4+PQt7fzc0NT58+xZ49eyAUCmFjY4OEhARm4r28vFxmg6mjoyPOnTsHf39/7Nq1C3w+H7GxsbCyslJIf6jBiwYUilJy3a2qamxsREtLi0KySW/cuLHb9DTJyclyx1auXImVK1f2+XOpDwudQ6EoiqIUggYUilJy3a2q4nK5g7bWDfVhogGFopQcXVVFDRY0oFDUABOJRMjKykJWVhaAjmXBWVlZKC8vBwDs3LkTa9euZdqvX78ejx8/xo4dO/DgwQN8//33OH/+PHx9fd9H9ymqWzQ5JEUNsOTkZMyePVvuuEAgQFhYGL788kuUlpbKTIYnJyfD19cX+fn5GDNmDAICAvDll18OXKcp6i3QgEJRFEUpBB3yoiiKohSCBhSKoihKIWhAoSiKohSCBhSKoihKIWhAoSiKohSCBhSKoihKIWhAoSiKohSCBhSKoihKIWhAoSiKohSCBhSKoihKIWhAoSiKohTifwETAc2/F5VJswAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 14
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fast-slow system bifurcation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BrainPy also provides a tool for fast-slow system bifurcation analysis by using [brainpy.analysis.FastSlow1D](../apis/auto/analysis/generated/brainpy.analysis.lowdim.FastSlow1D.rst) and [brainpy.analysis.FastSlow2D](../apis/auto/analysis/generated/brainpy.analysis.lowdim.FastSlow2D.rst). This method is proposed by John Rinzel [1, 2, 3]. (J Rinzel, 1985, 1986, 1987) proposed that in a fast-slow dynamical system, we can treat the slow variables as the bifurcation parameters, and then study how the different value of slow variables affect the bifurcation of the fast sub-system.\n",
    "\n",
    "\n",
    "Fast-slow bifurcation methods are very useful in the bursting neuron analysis. I will illustrate this by using the Hindmarsh-Rose model. The Hindmarsh–Rose model of neuronal activity is aimed to study the spiking-bursting behavior of the membrane potential observed in experiments made with a single neuron. Its dynamics are governed by:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\frac{d V}{d t} &= y - a V^3 + b V^2 - z + I\\\\\n",
    "\\frac{d y}{d t} &= c - d V^2 - y\\\\\n",
    "\\frac{d z}{d t} &= r (s (V - V_{rest}) - z)\n",
    "\\end{aligned}\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's define the Hindmarsh–Rose model with BrainPy."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-10-06T03:35:53.318894Z",
     "start_time": "2025-10-06T03:35:53.310140Z"
    }
   },
   "source": [
    "a = 1.\n",
    "b = 3.\n",
    "c = 1.\n",
    "d = 5.\n",
    "s = 4.\n",
    "x_r = -1.6\n",
    "r = 0.001\n",
    "Vth = 1.9\n",
    "\n",
    "\n",
    "@bp.odeint\n",
    "def int_x(x, t, y, z, Isyn):\n",
    "    return y - a * x ** 3 + b * x * x - z + Isyn\n",
    "\n",
    "\n",
    "@bp.odeint\n",
    "def int_y(y, t, x):\n",
    "    return c - d * x * x - y\n",
    "\n",
    "\n",
    "@bp.odeint\n",
    "def int_z(z, t, x):\n",
    "    return r * (s * (x - x_r) - z)"
   ],
   "outputs": [],
   "execution_count": 15
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now can start to analysis the underlying bifurcation mechanism."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "scrolled": false,
    "ExecuteTime": {
     "end_time": "2025-10-06T03:36:24.548605Z",
     "start_time": "2025-10-06T03:35:53.495762Z"
    }
   },
   "source": [
    "analyzer = bp.analysis.FastSlow2D(\n",
    "    [int_x, int_y, int_z],\n",
    "    fast_vars={'x': [-3, 3], 'y': [-10., 5.]},\n",
    "    slow_vars={'z': [-5., 5.]},\n",
    "    pars_update={'Isyn': 0.5},\n",
    "    resolutions={'z': 0.01}\n",
    ")\n",
    "analyzer.plot_bifurcation(num_rank=20)\n",
    "analyzer.show_figure()"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "I am making bifurcation analysis ...\n",
      "I am filtering out fixed point candidates with auxiliary function ...\n",
      "I am trying to find fixed points by optimization ...\n",
      "\tThere are 20000 candidates\n",
      "I am trying to filter out duplicate fixed points ...\n",
      "\tFound 1156 fixed points.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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    "## References\n",
    "\n",
    "[1] Rinzel, John. \"Bursting oscillations in an excitable membrane model.\" In Ordinary and partial differential  equations, pp. 304-316. Springer, Berlin, Heidelberg, 1985.\n",
    "           \n",
    "[2] Rinzel, John , and Y. S. Lee . On Different Mechanisms for Membrane Potential Bursting. Nonlinear Oscillations in Biology and Chemistry. Springer Berlin Heidelberg, 1986.\n",
    "\n",
    "[3] Rinzel, John. \"A formal classification of bursting mechanisms in excitable systems.\" In Mathematical topics in population biology, morphogenesis and neurosciences, pp. 267-281. Springer, Berlin, Heidelberg, 1987.\n"
   ]
  }
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